From bfe340508c8c56cdb3dd5b65f616cb01c380bc8b Mon Sep 17 00:00:00 2001
From: Kamran Ahmed <kamranahmed.se@gmail.com>
Date: Tue, 19 Aug 2025 17:30:26 +0100
Subject: [PATCH] Add machine learning roadmap

---
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diff --git a/src/data/roadmaps/ai-data-scientist/ai-data-scientist.md b/src/data/roadmaps/ai-data-scientist/ai-data-scientist.md
index c34606d14..28fda7617 100644
--- a/src/data/roadmaps/ai-data-scientist/ai-data-scientist.md
+++ b/src/data/roadmaps/ai-data-scientist/ai-data-scientist.md
@@ -1,7 +1,7 @@
 ---
 jsonUrl: '/jsons/roadmaps/ai-data-scientist.json'
 pdfUrl: '/pdfs/roadmaps/ai-data-scientist.pdf'
-order: 5
+order: 4.5
 renderer: 'editor'
 briefTitle: 'AI and Data Scientist'
 briefDescription: 'Step by step guide to becoming an AI and Data Scientist in 2025'
diff --git a/src/data/roadmaps/ai-engineer/ai-engineer.md b/src/data/roadmaps/ai-engineer/ai-engineer.md
index c7a79f6b8..b34082d91 100644
--- a/src/data/roadmaps/ai-engineer/ai-engineer.md
+++ b/src/data/roadmaps/ai-engineer/ai-engineer.md
@@ -8,7 +8,7 @@ briefDescription: 'Step by step guide to becoming an AI Engineer in 2025'
 title: 'AI Engineer'
 description: 'Step by step guide to becoming an AI Engineer in 2025'
 hasTopics: true
-isNew: true
+isNew: false
 dimensions:
   width: 968
   height: 3200
diff --git a/src/data/roadmaps/android/android.md b/src/data/roadmaps/android/android.md
index 4a7bf4421..000b827c1 100644
--- a/src/data/roadmaps/android/android.md
+++ b/src/data/roadmaps/android/android.md
@@ -1,7 +1,7 @@
 ---
 pdfUrl: '/pdfs/roadmaps/android.pdf'
 renderer: 'editor'
-order: 5
+order: 4.7
 briefTitle: 'Android'
 briefDescription: 'Step by step guide to becoming an Android Developer in 2025'
 title: 'Android Developer'
diff --git a/src/data/roadmaps/cloudflare/cloudflare.md b/src/data/roadmaps/cloudflare/cloudflare.md
index 2a6c9809f..4c2833826 100644
--- a/src/data/roadmaps/cloudflare/cloudflare.md
+++ b/src/data/roadmaps/cloudflare/cloudflare.md
@@ -6,7 +6,7 @@ briefTitle: 'Cloudflare'
 briefDescription: 'Learn to deploy your applications on Cloudflare'
 title: 'Cloudflare'
 description: 'Learn to deploy your applications on Cloudflare'
-isNew: true
+isNew: false
 hasTopics: true
 renderer: editor
 dimensions:
diff --git a/src/data/roadmaps/data-engineer/data-engineer.md b/src/data/roadmaps/data-engineer/data-engineer.md
index 8129a14ac..7d88f241b 100644
--- a/src/data/roadmaps/data-engineer/data-engineer.md
+++ b/src/data/roadmaps/data-engineer/data-engineer.md
@@ -1,7 +1,7 @@
 ---
 jsonUrl: '/jsons/roadmaps/data-engineer.json'
 pdfUrl: '/pdfs/roadmaps/data-engineer.pdf'
-order: 4
+order: 4.6
 renderer: "editor"
 briefTitle: 'Data Engineer'
 briefDescription: 'Step by step guide to becoming an Data Engineer in 2025'
diff --git a/src/data/roadmaps/machine-learning/content/accuracy@3wib9UH0_OLhKjqKoZEMv.md b/src/data/roadmaps/machine-learning/content/accuracy@3wib9UH0_OLhKjqKoZEMv.md
new file mode 100644
index 000000000..1de9e8fb1
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/accuracy@3wib9UH0_OLhKjqKoZEMv.md
@@ -0,0 +1 @@
+# Accuracy
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/activation-functions@RXTci1N6i6D9HqTbsLYIy.md b/src/data/roadmaps/machine-learning/content/activation-functions@RXTci1N6i6D9HqTbsLYIy.md
new file mode 100644
index 000000000..7422c8af4
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/activation-functions@RXTci1N6i6D9HqTbsLYIy.md
@@ -0,0 +1 @@
+# Activation Functions
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/actor-critic-methods@4Vy6lW9vF_SWwbKLU0qno.md b/src/data/roadmaps/machine-learning/content/actor-critic-methods@4Vy6lW9vF_SWwbKLU0qno.md
new file mode 100644
index 000000000..8f0868c18
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/actor-critic-methods@4Vy6lW9vF_SWwbKLU0qno.md
@@ -0,0 +1 @@
+# Actor-Critic Methods
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/apis@s-wUPMaagyRupT2RdfHks.md b/src/data/roadmaps/machine-learning/content/apis@s-wUPMaagyRupT2RdfHks.md
new file mode 100644
index 000000000..51117e98c
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/apis@s-wUPMaagyRupT2RdfHks.md
@@ -0,0 +1 @@
+# APIs
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/applications-of-cnns@gCGHtxqD4V_Ite_AXMspf.md b/src/data/roadmaps/machine-learning/content/applications-of-cnns@gCGHtxqD4V_Ite_AXMspf.md
new file mode 100644
index 000000000..177d3ef42
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/applications-of-cnns@gCGHtxqD4V_Ite_AXMspf.md
@@ -0,0 +1 @@
+# Applications of CNNs
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/attention-mechanisms@-tzeA13f2jYDm4aO5JciT.md b/src/data/roadmaps/machine-learning/content/attention-mechanisms@-tzeA13f2jYDm4aO5JciT.md
new file mode 100644
index 000000000..211b0564e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/attention-mechanisms@-tzeA13f2jYDm4aO5JciT.md
@@ -0,0 +1 @@
+# Attention Mechanisms
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/attention-models@sChxcuQ2OruKVx8P4wAK_.md b/src/data/roadmaps/machine-learning/content/attention-models@sChxcuQ2OruKVx8P4wAK_.md
new file mode 100644
index 000000000..064b723e4
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/attention-models@sChxcuQ2OruKVx8P4wAK_.md
@@ -0,0 +1 @@
+# Attention Models
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/autoencoders@kvf2CUKBe4qSbZla4Brh3.md b/src/data/roadmaps/machine-learning/content/autoencoders@kvf2CUKBe4qSbZla4Brh3.md
new file mode 100644
index 000000000..863052b7a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/autoencoders@kvf2CUKBe4qSbZla4Brh3.md
@@ -0,0 +1 @@
+# Autoencoders
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/autoencoders@owSUO9Ut9sggd1OiWr3O7.md b/src/data/roadmaps/machine-learning/content/autoencoders@owSUO9Ut9sggd1OiWr3O7.md
new file mode 100644
index 000000000..863052b7a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/autoencoders@owSUO9Ut9sggd1OiWr3O7.md
@@ -0,0 +1 @@
+# Autoencoders
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/back-propagation@0meihv22e11GwqnRdSJ9g.md b/src/data/roadmaps/machine-learning/content/back-propagation@0meihv22e11GwqnRdSJ9g.md
new file mode 100644
index 000000000..312416b69
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/back-propagation@0meihv22e11GwqnRdSJ9g.md
@@ -0,0 +1 @@
+# Back Propagation
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/basic-concepts@P32Rmnln5NCFWz4LP0k05.md b/src/data/roadmaps/machine-learning/content/basic-concepts@P32Rmnln5NCFWz4LP0k05.md
new file mode 100644
index 000000000..6e51034f7
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/basic-concepts@P32Rmnln5NCFWz4LP0k05.md
@@ -0,0 +1 @@
+# Basic concepts
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/basic-syntax@hWA7RtuqltMTmHdcCnmES.md b/src/data/roadmaps/machine-learning/content/basic-syntax@hWA7RtuqltMTmHdcCnmES.md
new file mode 100644
index 000000000..2bca36dd9
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/basic-syntax@hWA7RtuqltMTmHdcCnmES.md
@@ -0,0 +1 @@
+# Basic Syntax
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/basics-of-probability@p8q1Gtt9x19jw5_-YjAGh.md b/src/data/roadmaps/machine-learning/content/basics-of-probability@p8q1Gtt9x19jw5_-YjAGh.md
new file mode 100644
index 000000000..7a3b66d5a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/basics-of-probability@p8q1Gtt9x19jw5_-YjAGh.md
@@ -0,0 +1 @@
+# Basics of Probability
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/bayes-theorem@7o6g0wQxHH9i9MMCoDq2C.md b/src/data/roadmaps/machine-learning/content/bayes-theorem@7o6g0wQxHH9i9MMCoDq2C.md
new file mode 100644
index 000000000..ac3f44aa0
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/bayes-theorem@7o6g0wQxHH9i9MMCoDq2C.md
@@ -0,0 +1 @@
+# Bayes Theorem
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/calculus@wHlEinHuRARp5OfSulpA-.md b/src/data/roadmaps/machine-learning/content/calculus@wHlEinHuRARp5OfSulpA-.md
new file mode 100644
index 000000000..edef1a806
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/calculus@wHlEinHuRARp5OfSulpA-.md
@@ -0,0 +1 @@
+# Calculus
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/chain-rule-of-derivation@jJukG4XxfFcID_VlQKqe-.md b/src/data/roadmaps/machine-learning/content/chain-rule-of-derivation@jJukG4XxfFcID_VlQKqe-.md
new file mode 100644
index 000000000..9825ff8b0
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/chain-rule-of-derivation@jJukG4XxfFcID_VlQKqe-.md
@@ -0,0 +1 @@
+# Chain rule of derivation
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/classification@cffITx6oAcnvJlK1VLdi8.md b/src/data/roadmaps/machine-learning/content/classification@cffITx6oAcnvJlK1VLdi8.md
new file mode 100644
index 000000000..f9f7e7b08
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/classification@cffITx6oAcnvJlK1VLdi8.md
@@ -0,0 +1 @@
+# Classification
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/clustering@CBSGvGPoI53p7BezXNm6M.md b/src/data/roadmaps/machine-learning/content/clustering@CBSGvGPoI53p7BezXNm6M.md
new file mode 100644
index 000000000..9c8218477
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/clustering@CBSGvGPoI53p7BezXNm6M.md
@@ -0,0 +1 @@
+# Clustering
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/conditionals@NP1kjSk0ujU0Gx-ajNHlR.md b/src/data/roadmaps/machine-learning/content/conditionals@NP1kjSk0ujU0Gx-ajNHlR.md
new file mode 100644
index 000000000..e36a33870
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/conditionals@NP1kjSk0ujU0Gx-ajNHlR.md
@@ -0,0 +1 @@
+# Conditionals
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/confusion-matrix@oyL0M2OP4NTNbIO3zq-Hz.md b/src/data/roadmaps/machine-learning/content/confusion-matrix@oyL0M2OP4NTNbIO3zq-Hz.md
new file mode 100644
index 000000000..2292fa649
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/confusion-matrix@oyL0M2OP4NTNbIO3zq-Hz.md
@@ -0,0 +1 @@
+# Confusion Matrix
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/convolution@MtoYStcZBduLSbjRuPjq0.md b/src/data/roadmaps/machine-learning/content/convolution@MtoYStcZBduLSbjRuPjq0.md
new file mode 100644
index 000000000..a314073ef
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/convolution@MtoYStcZBduLSbjRuPjq0.md
@@ -0,0 +1 @@
+# Convolution
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/convolutional-neural-network@BtO2wH7YYqE25HShI6sd9.md b/src/data/roadmaps/machine-learning/content/convolutional-neural-network@BtO2wH7YYqE25HShI6sd9.md
new file mode 100644
index 000000000..130c64d56
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/convolutional-neural-network@BtO2wH7YYqE25HShI6sd9.md
@@ -0,0 +1 @@
+# Convolutional Neural Network
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/csv@MWfdLCb_w06A0jqwUJUxl.md b/src/data/roadmaps/machine-learning/content/csv@MWfdLCb_w06A0jqwUJUxl.md
new file mode 100644
index 000000000..fce217423
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/csv@MWfdLCb_w06A0jqwUJUxl.md
@@ -0,0 +1 @@
+# CSV
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/data-cleaning@5v0jRBYrRuVXQC90IseRG.md b/src/data/roadmaps/machine-learning/content/data-cleaning@5v0jRBYrRuVXQC90IseRG.md
new file mode 100644
index 000000000..7d04f3ec3
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/data-cleaning@5v0jRBYrRuVXQC90IseRG.md
@@ -0,0 +1 @@
+# Data Cleaning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/data-formats@U4LGIEE3igeE5Ed3EWzsu.md b/src/data/roadmaps/machine-learning/content/data-formats@U4LGIEE3igeE5Ed3EWzsu.md
new file mode 100644
index 000000000..db4f05214
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/data-formats@U4LGIEE3igeE5Ed3EWzsu.md
@@ -0,0 +1 @@
+# Data Formats
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/data-loading@bIhGv4886V4RWJD3tX0a0.md b/src/data/roadmaps/machine-learning/content/data-loading@bIhGv4886V4RWJD3tX0a0.md
new file mode 100644
index 000000000..733e82c69
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/data-loading@bIhGv4886V4RWJD3tX0a0.md
@@ -0,0 +1 @@
+# Data Loading
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/data-preparation@-W2uAccH7Y2XIwhfl9mDF.md b/src/data/roadmaps/machine-learning/content/data-preparation@-W2uAccH7Y2XIwhfl9mDF.md
new file mode 100644
index 000000000..8e5b5f475
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/data-preparation@-W2uAccH7Y2XIwhfl9mDF.md
@@ -0,0 +1 @@
+# Data Preparation
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/data-sources@-oRH7LgigHcfBkNF1xwxh.md b/src/data/roadmaps/machine-learning/content/data-sources@-oRH7LgigHcfBkNF1xwxh.md
new file mode 100644
index 000000000..eef121fa0
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/data-sources@-oRH7LgigHcfBkNF1xwxh.md
@@ -0,0 +1 @@
+# Data Sources
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/data-structures@R9DQNc0AyAQ2HLpP4HOk6.md b/src/data/roadmaps/machine-learning/content/data-structures@R9DQNc0AyAQ2HLpP4HOk6.md
new file mode 100644
index 000000000..127d66ac6
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/data-structures@R9DQNc0AyAQ2HLpP4HOk6.md
@@ -0,0 +1 @@
+# Data Structures
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/databases-sql-no-sql@VdMhrAi48V-JXw544YTKI.md b/src/data/roadmaps/machine-learning/content/databases-sql-no-sql@VdMhrAi48V-JXw544YTKI.md
new file mode 100644
index 000000000..663c020fd
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/databases-sql-no-sql@VdMhrAi48V-JXw544YTKI.md
@@ -0,0 +1 @@
+# Databases (SQL, No-SQL)
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/decision-trees-random-forest@arlmRF5pYglsbHb-HR-2x.md b/src/data/roadmaps/machine-learning/content/decision-trees-random-forest@arlmRF5pYglsbHb-HR-2x.md
new file mode 100644
index 000000000..eef82357d
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/decision-trees-random-forest@arlmRF5pYglsbHb-HR-2x.md
@@ -0,0 +1 @@
+# Decision Trees, Random Forest
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/deep-learning-architectures@_Z2miSW4PwILMRtBFajBn.md b/src/data/roadmaps/machine-learning/content/deep-learning-architectures@_Z2miSW4PwILMRtBFajBn.md
new file mode 100644
index 000000000..28780f5ed
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/deep-learning-architectures@_Z2miSW4PwILMRtBFajBn.md
@@ -0,0 +1 @@
+# Deep Learning Architectures
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/deep-learning-libraries@A_Kx3pEj0jpnLJzdOpcQ9.md b/src/data/roadmaps/machine-learning/content/deep-learning-libraries@A_Kx3pEj0jpnLJzdOpcQ9.md
new file mode 100644
index 000000000..7e206cb12
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/deep-learning-libraries@A_Kx3pEj0jpnLJzdOpcQ9.md
@@ -0,0 +1 @@
+# Deep Learning Libraries
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/deep-q-networks@9o-ZT9oZIE3hCXD6eWZI0.md b/src/data/roadmaps/machine-learning/content/deep-q-networks@9o-ZT9oZIE3hCXD6eWZI0.md
new file mode 100644
index 000000000..614032876
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/deep-q-networks@9o-ZT9oZIE3hCXD6eWZI0.md
@@ -0,0 +1 @@
+# Deep-Q Networks
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/derivatives-partial-derivatives@GN6SnI7RXIeW8JeD-qORW.md b/src/data/roadmaps/machine-learning/content/derivatives-partial-derivatives@GN6SnI7RXIeW8JeD-qORW.md
new file mode 100644
index 000000000..d7799cc62
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/derivatives-partial-derivatives@GN6SnI7RXIeW8JeD-qORW.md
@@ -0,0 +1 @@
+# Derivatives, Partial Derivatives
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/descriptive-statistics@ZaoZ2XxicKuTDn4uxe52L.md b/src/data/roadmaps/machine-learning/content/descriptive-statistics@ZaoZ2XxicKuTDn4uxe52L.md
new file mode 100644
index 000000000..ac90187b7
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/descriptive-statistics@ZaoZ2XxicKuTDn4uxe52L.md
@@ -0,0 +1 @@
+# Descriptive Statistics
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/determinants-inverse-of-matrix@XmnWnPE1sVXheuc-M_Ew7.md b/src/data/roadmaps/machine-learning/content/determinants-inverse-of-matrix@XmnWnPE1sVXheuc-M_Ew7.md
new file mode 100644
index 000000000..1b563eb9e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/determinants-inverse-of-matrix@XmnWnPE1sVXheuc-M_Ew7.md
@@ -0,0 +1 @@
+# Determinants, inverse of Matrix
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/dimensionality-reduction@vQI-4uFQJ6694nm1SCpDR.md b/src/data/roadmaps/machine-learning/content/dimensionality-reduction@vQI-4uFQJ6694nm1SCpDR.md
new file mode 100644
index 000000000..b58c2b87e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/dimensionality-reduction@vQI-4uFQJ6694nm1SCpDR.md
@@ -0,0 +1 @@
+# Dimensionality Reduction
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/dimensionality-reduction@y3-nWiDjlY6ZwqmxBUvhd.md b/src/data/roadmaps/machine-learning/content/dimensionality-reduction@y3-nWiDjlY6ZwqmxBUvhd.md
new file mode 100644
index 000000000..b58c2b87e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/dimensionality-reduction@y3-nWiDjlY6ZwqmxBUvhd.md
@@ -0,0 +1 @@
+# Dimensionality Reduction
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/discrete-mathematics@N_vLjBVdsGsoePtqlqh2w.md b/src/data/roadmaps/machine-learning/content/discrete-mathematics@N_vLjBVdsGsoePtqlqh2w.md
new file mode 100644
index 000000000..ef82ed3d2
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/discrete-mathematics@N_vLjBVdsGsoePtqlqh2w.md
@@ -0,0 +1 @@
+# Discrete Mathematics
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/eigenvalues-diagonalization@3p98Uwf8gyALDr-89lBEZ.md b/src/data/roadmaps/machine-learning/content/eigenvalues-diagonalization@3p98Uwf8gyALDr-89lBEZ.md
new file mode 100644
index 000000000..dd383926d
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/eigenvalues-diagonalization@3p98Uwf8gyALDr-89lBEZ.md
@@ -0,0 +1 @@
+# Eigenvalues, Diagonalization
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/elasticnet-regularization@0-6BV-MggAyD7g3JH45B7.md b/src/data/roadmaps/machine-learning/content/elasticnet-regularization@0-6BV-MggAyD7g3JH45B7.md
new file mode 100644
index 000000000..b75dd2af2
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/elasticnet-regularization@0-6BV-MggAyD7g3JH45B7.md
@@ -0,0 +1 @@
+# ElasticNet Regularization
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/embeddings@CaHbAXDIJQXcQ9DZqziod.md b/src/data/roadmaps/machine-learning/content/embeddings@CaHbAXDIJQXcQ9DZqziod.md
new file mode 100644
index 000000000..91630b725
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/embeddings@CaHbAXDIJQXcQ9DZqziod.md
@@ -0,0 +1 @@
+# Embeddings
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/essential-libraries@ybqwtlHG4HMm5lyUKW2SO.md b/src/data/roadmaps/machine-learning/content/essential-libraries@ybqwtlHG4HMm5lyUKW2SO.md
new file mode 100644
index 000000000..685d29c4e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/essential-libraries@ybqwtlHG4HMm5lyUKW2SO.md
@@ -0,0 +1 @@
+# Essential libraries
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/excel@K9Si7kJe946CcGWBGmDsZ.md b/src/data/roadmaps/machine-learning/content/excel@K9Si7kJe946CcGWBGmDsZ.md
new file mode 100644
index 000000000..571ece0c4
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/excel@K9Si7kJe946CcGWBGmDsZ.md
@@ -0,0 +1 @@
+# Excel
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/exceptions@fNTb9y3zs1HPYclAmu_Wv.md b/src/data/roadmaps/machine-learning/content/exceptions@fNTb9y3zs1HPYclAmu_Wv.md
new file mode 100644
index 000000000..9617c0da2
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/exceptions@fNTb9y3zs1HPYclAmu_Wv.md
@@ -0,0 +1 @@
+# Exceptions
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/exclusive@eErzKbR8sRNlrYcwNSRSh.md b/src/data/roadmaps/machine-learning/content/exclusive@eErzKbR8sRNlrYcwNSRSh.md
new file mode 100644
index 000000000..557434e3b
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/exclusive@eErzKbR8sRNlrYcwNSRSh.md
@@ -0,0 +1 @@
+# Exclusive
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/explainable-ai@Tv3sZvus76dmu0X9AqCIU.md b/src/data/roadmaps/machine-learning/content/explainable-ai@Tv3sZvus76dmu0X9AqCIU.md
new file mode 100644
index 000000000..0e370cd16
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/explainable-ai@Tv3sZvus76dmu0X9AqCIU.md
@@ -0,0 +1 @@
+# Explainable AI
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/f1-score@FdNY8QUbPPpeHFgD8TTaD.md b/src/data/roadmaps/machine-learning/content/f1-score@FdNY8QUbPPpeHFgD8TTaD.md
new file mode 100644
index 000000000..1d88b4383
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/f1-score@FdNY8QUbPPpeHFgD8TTaD.md
@@ -0,0 +1 @@
+# F1-Score
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/feature-engineering@UmGdV94afOIbAL8MaxOWv.md b/src/data/roadmaps/machine-learning/content/feature-engineering@UmGdV94afOIbAL8MaxOWv.md
new file mode 100644
index 000000000..11450a490
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/feature-engineering@UmGdV94afOIbAL8MaxOWv.md
@@ -0,0 +1 @@
+# Feature Engineering
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/feature-scaling--normalization@iBkTNbk8Xz626F_a3Bo5J.md b/src/data/roadmaps/machine-learning/content/feature-scaling--normalization@iBkTNbk8Xz626F_a3Bo5J.md
new file mode 100644
index 000000000..fedc45923
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/feature-scaling--normalization@iBkTNbk8Xz626F_a3Bo5J.md
@@ -0,0 +1 @@
+# Feature Scaling & Normalization
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/feature-selection@cigwKoltemM0q-M5O50Is.md b/src/data/roadmaps/machine-learning/content/feature-selection@cigwKoltemM0q-M5O50Is.md
new file mode 100644
index 000000000..ab781d068
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/feature-selection@cigwKoltemM0q-M5O50Is.md
@@ -0,0 +1 @@
+# Feature Selection
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/forward-propagation@LWLqa61GK5ukYzHpjinYi.md b/src/data/roadmaps/machine-learning/content/forward-propagation@LWLqa61GK5ukYzHpjinYi.md
new file mode 100644
index 000000000..fc4e50d36
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/forward-propagation@LWLqa61GK5ukYzHpjinYi.md
@@ -0,0 +1 @@
+# Forward propagation
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/functions-builtin-functions@-DJgS6l2qngfwurExlmmT.md b/src/data/roadmaps/machine-learning/content/functions-builtin-functions@-DJgS6l2qngfwurExlmmT.md
new file mode 100644
index 000000000..26660d95f
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/functions-builtin-functions@-DJgS6l2qngfwurExlmmT.md
@@ -0,0 +1 @@
+# Functions, Builtin Functions
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/generative-adversarial-networks@IR0wVIcu1MxOOBiLBnn8S.md b/src/data/roadmaps/machine-learning/content/generative-adversarial-networks@IR0wVIcu1MxOOBiLBnn8S.md
new file mode 100644
index 000000000..58dd5a560
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/generative-adversarial-networks@IR0wVIcu1MxOOBiLBnn8S.md
@@ -0,0 +1 @@
+# Generative Adversarial Networks
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/gradient-boosting-machines@JuTTbL_pm1ltGvhUsIzQd.md b/src/data/roadmaps/machine-learning/content/gradient-boosting-machines@JuTTbL_pm1ltGvhUsIzQd.md
new file mode 100644
index 000000000..3d7aaf3fd
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/gradient-boosting-machines@JuTTbL_pm1ltGvhUsIzQd.md
@@ -0,0 +1 @@
+# Gradient Boosting Machines
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/gradient-jacobian-hessian@3BxbkrBp8veZj38zdwN8s.md b/src/data/roadmaps/machine-learning/content/gradient-jacobian-hessian@3BxbkrBp8veZj38zdwN8s.md
new file mode 100644
index 000000000..be98e9106
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/gradient-jacobian-hessian@3BxbkrBp8veZj38zdwN8s.md
@@ -0,0 +1 @@
+# Gradient, Jacobian, Hessian
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/graphs--charts@MYZUJ1uHIaRd1Gb4ORzwG.md b/src/data/roadmaps/machine-learning/content/graphs--charts@MYZUJ1uHIaRd1Gb4ORzwG.md
new file mode 100644
index 000000000..663934f03
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/graphs--charts@MYZUJ1uHIaRd1Gb4ORzwG.md
@@ -0,0 +1 @@
+# Graphs & Charts
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/gru@ZWDSLqxmfg3aPBZFH479q.md b/src/data/roadmaps/machine-learning/content/gru@ZWDSLqxmfg3aPBZFH479q.md
new file mode 100644
index 000000000..2d19767fa
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/gru@ZWDSLqxmfg3aPBZFH479q.md
@@ -0,0 +1 @@
+# GRU
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/hierarchical@jJ8cXfHV2LG5PJGZRTHxB.md b/src/data/roadmaps/machine-learning/content/hierarchical@jJ8cXfHV2LG5PJGZRTHxB.md
new file mode 100644
index 000000000..cd1d35cb8
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/hierarchical@jJ8cXfHV2LG5PJGZRTHxB.md
@@ -0,0 +1 @@
+# Hierarchical
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/image--video-recognition@jPvZdgye7cBf0bPMVGf7a.md b/src/data/roadmaps/machine-learning/content/image--video-recognition@jPvZdgye7cBf0bPMVGf7a.md
new file mode 100644
index 000000000..f76830c09
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/image--video-recognition@jPvZdgye7cBf0bPMVGf7a.md
@@ -0,0 +1 @@
+# Image & Video Recognition
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/image-classification@E4k6WgNXdnNoApR675VKb.md b/src/data/roadmaps/machine-learning/content/image-classification@E4k6WgNXdnNoApR675VKb.md
new file mode 100644
index 000000000..bc7e67ae7
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/image-classification@E4k6WgNXdnNoApR675VKb.md
@@ -0,0 +1 @@
+# Image Classification
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/image-segmentation@iSX9YExs1gS4L2CBQux5w.md b/src/data/roadmaps/machine-learning/content/image-segmentation@iSX9YExs1gS4L2CBQux5w.md
new file mode 100644
index 000000000..630b44e91
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/image-segmentation@iSX9YExs1gS4L2CBQux5w.md
@@ -0,0 +1 @@
+# Image Segmentation
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/inferential-statistics@DUIrJwuYHlhJvZJT2acaY.md b/src/data/roadmaps/machine-learning/content/inferential-statistics@DUIrJwuYHlhJvZJT2acaY.md
new file mode 100644
index 000000000..9e82cb282
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/inferential-statistics@DUIrJwuYHlhJvZJT2acaY.md
@@ -0,0 +1 @@
+# Inferential Statistics
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/internet@cxTriSZvrmXP4axKynIZW.md b/src/data/roadmaps/machine-learning/content/internet@cxTriSZvrmXP4axKynIZW.md
new file mode 100644
index 000000000..835292a40
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/internet@cxTriSZvrmXP4axKynIZW.md
@@ -0,0 +1 @@
+# Internet
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/introduction@MEL6y3vwiqwAV6FQihF34.md b/src/data/roadmaps/machine-learning/content/introduction@MEL6y3vwiqwAV6FQihF34.md
new file mode 100644
index 000000000..f6ecaa676
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/introduction@MEL6y3vwiqwAV6FQihF34.md
@@ -0,0 +1 @@
+# Introduction
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/iot@KeGCHoJRHp-mBX-P5to4Y.md b/src/data/roadmaps/machine-learning/content/iot@KeGCHoJRHp-mBX-P5to4Y.md
new file mode 100644
index 000000000..3c03e60e6
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/iot@KeGCHoJRHp-mBX-P5to4Y.md
@@ -0,0 +1 @@
+# IoT
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/json@kagKVPUyLtx8UPAFjRvbN.md b/src/data/roadmaps/machine-learning/content/json@kagKVPUyLtx8UPAFjRvbN.md
new file mode 100644
index 000000000..1bea9ccab
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/json@kagKVPUyLtx8UPAFjRvbN.md
@@ -0,0 +1 @@
+# JSON
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/k-fold-cross-validation@vRS7DW2WUaXiHk9oJgg3z.md b/src/data/roadmaps/machine-learning/content/k-fold-cross-validation@vRS7DW2WUaXiHk9oJgg3z.md
new file mode 100644
index 000000000..91610b9be
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/k-fold-cross-validation@vRS7DW2WUaXiHk9oJgg3z.md
@@ -0,0 +1 @@
+# K-Fold Cross Validation
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/k-nearest-neighbors-knn@x7vlCNAxfJzobj9HcTaJy.md b/src/data/roadmaps/machine-learning/content/k-nearest-neighbors-knn@x7vlCNAxfJzobj9HcTaJy.md
new file mode 100644
index 000000000..765bf20b0
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/k-nearest-neighbors-knn@x7vlCNAxfJzobj9HcTaJy.md
@@ -0,0 +1 @@
+# K-Nearest Neighbors (KNN)
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/keras@zoXnXI4Wf5sxddHqYwQjP.md b/src/data/roadmaps/machine-learning/content/keras@zoXnXI4Wf5sxddHqYwQjP.md
new file mode 100644
index 000000000..1511b0a41
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/keras@zoXnXI4Wf5sxddHqYwQjP.md
@@ -0,0 +1 @@
+# Keras
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/lasso@EXogp25SPW1bBfb1gRDAe.md b/src/data/roadmaps/machine-learning/content/lasso@EXogp25SPW1bBfb1gRDAe.md
new file mode 100644
index 000000000..93aa76f16
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/lasso@EXogp25SPW1bBfb1gRDAe.md
@@ -0,0 +1 @@
+# Lasso
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/lemmatization@pP0VeUSK9CDodgz-BQmrP.md b/src/data/roadmaps/machine-learning/content/lemmatization@pP0VeUSK9CDodgz-BQmrP.md
new file mode 100644
index 000000000..521555894
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/lemmatization@pP0VeUSK9CDodgz-BQmrP.md
@@ -0,0 +1 @@
+# Lemmatization
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/linear-algebra@83UDoO1vC0LjL-qpI0Jh-.md b/src/data/roadmaps/machine-learning/content/linear-algebra@83UDoO1vC0LjL-qpI0Jh-.md
new file mode 100644
index 000000000..16c0fafc5
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/linear-algebra@83UDoO1vC0LjL-qpI0Jh-.md
@@ -0,0 +1 @@
+# Linear Algebra
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/linear-algebra@tP0oBkjvJC9hrtARkgLon.md b/src/data/roadmaps/machine-learning/content/linear-algebra@tP0oBkjvJC9hrtARkgLon.md
new file mode 100644
index 000000000..16c0fafc5
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/linear-algebra@tP0oBkjvJC9hrtARkgLon.md
@@ -0,0 +1 @@
+# Linear Algebra
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/linear-regression@xGO1X9aZRgKcgzi6r1xq8.md b/src/data/roadmaps/machine-learning/content/linear-regression@xGO1X9aZRgKcgzi6r1xq8.md
new file mode 100644
index 000000000..8a7912197
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/linear-regression@xGO1X9aZRgKcgzi6r1xq8.md
@@ -0,0 +1 @@
+# Linear Regression
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/log-loss@7fOp3t283GeOn6Tf4kEuN.md b/src/data/roadmaps/machine-learning/content/log-loss@7fOp3t283GeOn6Tf4kEuN.md
new file mode 100644
index 000000000..38b94e5a9
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/log-loss@7fOp3t283GeOn6Tf4kEuN.md
@@ -0,0 +1 @@
+# Log Loss
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/logistic-regression@aHOjajXwkDMOssqW1VGrm.md b/src/data/roadmaps/machine-learning/content/logistic-regression@aHOjajXwkDMOssqW1VGrm.md
new file mode 100644
index 000000000..4e9548f94
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/logistic-regression@aHOjajXwkDMOssqW1VGrm.md
@@ -0,0 +1 @@
+#  Logistic Regression 
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/loocv@GKMhIXEuSKdW75-24Zopb.md b/src/data/roadmaps/machine-learning/content/loocv@GKMhIXEuSKdW75-24Zopb.md
new file mode 100644
index 000000000..5ec7ec23a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/loocv@GKMhIXEuSKdW75-24Zopb.md
@@ -0,0 +1 @@
+# LOOCV
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/loops@Dvy7BnNzK55qbh_SgOk8m.md b/src/data/roadmaps/machine-learning/content/loops@Dvy7BnNzK55qbh_SgOk8m.md
new file mode 100644
index 000000000..d31a16aa6
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/loops@Dvy7BnNzK55qbh_SgOk8m.md
@@ -0,0 +1 @@
+# Loops
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/loss-functions@KcfFjpxFTFxI6HR6hBPrl.md b/src/data/roadmaps/machine-learning/content/loss-functions@KcfFjpxFTFxI6HR6hBPrl.md
new file mode 100644
index 000000000..8cea30763
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/loss-functions@KcfFjpxFTFxI6HR6hBPrl.md
@@ -0,0 +1 @@
+# Loss Functions
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/lsmt@LdUwTWfCIcowwC-e6q3ac.md b/src/data/roadmaps/machine-learning/content/lsmt@LdUwTWfCIcowwC-e6q3ac.md
new file mode 100644
index 000000000..38a4818f3
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/lsmt@LdUwTWfCIcowwC-e6q3ac.md
@@ -0,0 +1 @@
+# LSMT
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/matplotlib@OXbATvlhBXTQ1iRGwPUfb.md b/src/data/roadmaps/machine-learning/content/matplotlib@OXbATvlhBXTQ1iRGwPUfb.md
new file mode 100644
index 000000000..331ac037f
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/matplotlib@OXbATvlhBXTQ1iRGwPUfb.md
@@ -0,0 +1 @@
+# Matplotlib
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md b/src/data/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md
new file mode 100644
index 000000000..982af3ecf
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md
@@ -0,0 +1 @@
+# Matrix & Matrix Operations
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/metrics-to-evaluate@5dKl6SUQhOsZfUtVR5hzw.md b/src/data/roadmaps/machine-learning/content/metrics-to-evaluate@5dKl6SUQhOsZfUtVR5hzw.md
new file mode 100644
index 000000000..c75a2ceac
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/metrics-to-evaluate@5dKl6SUQhOsZfUtVR5hzw.md
@@ -0,0 +1 @@
+# Metrics to Evaluate
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md b/src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md
new file mode 100644
index 000000000..dc7e4e047
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md
@@ -0,0 +1 @@
+# ML Engineer vs AI Engineer
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/mobile-apps@dJZqe47kzRqYIG-4AZTlz.md b/src/data/roadmaps/machine-learning/content/mobile-apps@dJZqe47kzRqYIG-4AZTlz.md
new file mode 100644
index 000000000..6617ace4b
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/mobile-apps@dJZqe47kzRqYIG-4AZTlz.md
@@ -0,0 +1 @@
+# Mobile Apps
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/model-selection@Ddhph9saFgfMi-uUFGK75.md b/src/data/roadmaps/machine-learning/content/model-selection@Ddhph9saFgfMi-uUFGK75.md
new file mode 100644
index 000000000..d4737a00a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/model-selection@Ddhph9saFgfMi-uUFGK75.md
@@ -0,0 +1 @@
+# Model Selection
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/multi-head-attention@J1aGPkZqDZfUwpVmC88AL.md b/src/data/roadmaps/machine-learning/content/multi-head-attention@J1aGPkZqDZfUwpVmC88AL.md
new file mode 100644
index 000000000..8b3a7d6c1
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/multi-head-attention@J1aGPkZqDZfUwpVmC88AL.md
@@ -0,0 +1 @@
+# Multi-head Attention
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/natural-language-processing@JVXe2QDQaqiJYPupIMhWe.md b/src/data/roadmaps/machine-learning/content/natural-language-processing@JVXe2QDQaqiJYPupIMhWe.md
new file mode 100644
index 000000000..e3b720bab
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/natural-language-processing@JVXe2QDQaqiJYPupIMhWe.md
@@ -0,0 +1 @@
+# Natural Language Processing
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/neural-network-nn-basics@4dxZmLg0UEaaVEORupOOC.md b/src/data/roadmaps/machine-learning/content/neural-network-nn-basics@4dxZmLg0UEaaVEORupOOC.md
new file mode 100644
index 000000000..db374dc6b
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/neural-network-nn-basics@4dxZmLg0UEaaVEORupOOC.md
@@ -0,0 +1 @@
+# Neural Network (NN) Basics
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/numpy@nKE9sO-f2fdMiuLu2xby1.md b/src/data/roadmaps/machine-learning/content/numpy@nKE9sO-f2fdMiuLu2xby1.md
new file mode 100644
index 000000000..c37af4d98
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/numpy@nKE9sO-f2fdMiuLu2xby1.md
@@ -0,0 +1 @@
+# Numpy
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/object-oriented-programming@nN9BumBHi-c9HKFlgL2GH.md b/src/data/roadmaps/machine-learning/content/object-oriented-programming@nN9BumBHi-c9HKFlgL2GH.md
new file mode 100644
index 000000000..d8acb2cc3
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/object-oriented-programming@nN9BumBHi-c9HKFlgL2GH.md
@@ -0,0 +1 @@
+# Object Oriented Programming
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/other-data-formats@qRHeaD2udDaItAxmiIiUg.md b/src/data/roadmaps/machine-learning/content/other-data-formats@qRHeaD2udDaItAxmiIiUg.md
new file mode 100644
index 000000000..738f4a6cf
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/other-data-formats@qRHeaD2udDaItAxmiIiUg.md
@@ -0,0 +1 @@
+# Other Data Formats
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/overlapping@BzUunjJrUMlh6K1NOOD87.md b/src/data/roadmaps/machine-learning/content/overlapping@BzUunjJrUMlh6K1NOOD87.md
new file mode 100644
index 000000000..1a6c2a11a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/overlapping@BzUunjJrUMlh6K1NOOD87.md
@@ -0,0 +1 @@
+# Overlapping
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/padding@a2PGTDnXKp759vFZzkjSF.md b/src/data/roadmaps/machine-learning/content/padding@a2PGTDnXKp759vFZzkjSF.md
new file mode 100644
index 000000000..4744fd319
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/padding@a2PGTDnXKp759vFZzkjSF.md
@@ -0,0 +1 @@
+# Padding
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/pandas@PnOoShqB3z4LuUvp0Gh2e.md b/src/data/roadmaps/machine-learning/content/pandas@PnOoShqB3z4LuUvp0Gh2e.md
new file mode 100644
index 000000000..7e138e11b
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/pandas@PnOoShqB3z4LuUvp0Gh2e.md
@@ -0,0 +1 @@
+# Pandas
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/parquet@tq6WRwUpaCok9fX-0bY7m.md b/src/data/roadmaps/machine-learning/content/parquet@tq6WRwUpaCok9fX-0bY7m.md
new file mode 100644
index 000000000..ed6052717
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/parquet@tq6WRwUpaCok9fX-0bY7m.md
@@ -0,0 +1 @@
+# Parquet
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/perceptron-multi-layer-perceptrons@8425N_E43Dv5mcmEcXRIa.md b/src/data/roadmaps/machine-learning/content/perceptron-multi-layer-perceptrons@8425N_E43Dv5mcmEcXRIa.md
new file mode 100644
index 000000000..5884b1e6d
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/perceptron-multi-layer-perceptrons@8425N_E43Dv5mcmEcXRIa.md
@@ -0,0 +1 @@
+# Perceptron, Multi-layer Perceptrons
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/policy-gradient@PZ-WxKGTcWTrXmYI_inD_.md b/src/data/roadmaps/machine-learning/content/policy-gradient@PZ-WxKGTcWTrXmYI_inD_.md
new file mode 100644
index 000000000..84fae6d1c
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/policy-gradient@PZ-WxKGTcWTrXmYI_inD_.md
@@ -0,0 +1 @@
+# Policy Gradient
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/polynomial-regression@hfr2MU8QkVt9KhVi1Okpv.md b/src/data/roadmaps/machine-learning/content/polynomial-regression@hfr2MU8QkVt9KhVi1Okpv.md
new file mode 100644
index 000000000..bb6cc990b
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/polynomial-regression@hfr2MU8QkVt9KhVi1Okpv.md
@@ -0,0 +1 @@
+# Polynomial Regression
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/pooling@I-GEE7PvpQmhQSfZmxqwA.md b/src/data/roadmaps/machine-learning/content/pooling@I-GEE7PvpQmhQSfZmxqwA.md
new file mode 100644
index 000000000..de90da120
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/pooling@I-GEE7PvpQmhQSfZmxqwA.md
@@ -0,0 +1 @@
+# Pooling
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/precision@mja35tndhAT5z_ysv-hDe.md b/src/data/roadmaps/machine-learning/content/precision@mja35tndhAT5z_ysv-hDe.md
new file mode 100644
index 000000000..fc52de1c4
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/precision@mja35tndhAT5z_ysv-hDe.md
@@ -0,0 +1 @@
+# Precision
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/prediction@vBnqnIh_xSn0OuY9oQ5e-.md b/src/data/roadmaps/machine-learning/content/prediction@vBnqnIh_xSn0OuY9oQ5e-.md
new file mode 100644
index 000000000..3f557385d
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/prediction@vBnqnIh_xSn0OuY9oQ5e-.md
@@ -0,0 +1 @@
+# Prediction
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/preprocessing-techniques@MdhfkuKWTDCE73hczzG3D.md b/src/data/roadmaps/machine-learning/content/preprocessing-techniques@MdhfkuKWTDCE73hczzG3D.md
new file mode 100644
index 000000000..2ecaef4cf
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/preprocessing-techniques@MdhfkuKWTDCE73hczzG3D.md
@@ -0,0 +1 @@
+# Preprocessing Techniques
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/principal-component-analysis@K-x_L3z8JTSHwtTeHm4EG.md b/src/data/roadmaps/machine-learning/content/principal-component-analysis@K-x_L3z8JTSHwtTeHm4EG.md
new file mode 100644
index 000000000..b71f6d5d5
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/principal-component-analysis@K-x_L3z8JTSHwtTeHm4EG.md
@@ -0,0 +1 @@
+# Principal Component Analysis 
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/probabilistic@VrLaUipVKWvwnFF0ZbIlo.md b/src/data/roadmaps/machine-learning/content/probabilistic@VrLaUipVKWvwnFF0ZbIlo.md
new file mode 100644
index 000000000..f99e3bc3a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/probabilistic@VrLaUipVKWvwnFF0ZbIlo.md
@@ -0,0 +1 @@
+# Probabilistic
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/python@qDn1elMoPIBgQSCWiYkLI.md b/src/data/roadmaps/machine-learning/content/python@qDn1elMoPIBgQSCWiYkLI.md
new file mode 100644
index 000000000..92106a828
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/python@qDn1elMoPIBgQSCWiYkLI.md
@@ -0,0 +1 @@
+# Python
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/pytorch@7RSW-Pypf3QpZp4O21AGl.md b/src/data/roadmaps/machine-learning/content/pytorch@7RSW-Pypf3QpZp4O21AGl.md
new file mode 100644
index 000000000..91d4e61bc
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/pytorch@7RSW-Pypf3QpZp4O21AGl.md
@@ -0,0 +1 @@
+# PyTorch
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/q-learning@wxq5dkrpgvs3axmLmeHCk.md b/src/data/roadmaps/machine-learning/content/q-learning@wxq5dkrpgvs3axmLmeHCk.md
new file mode 100644
index 000000000..45bbad64f
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/q-learning@wxq5dkrpgvs3axmLmeHCk.md
@@ -0,0 +1 @@
+# Q-Learning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/random-variances-pdfs@P576TdYcbE6v3RpJntiKw.md b/src/data/roadmaps/machine-learning/content/random-variances-pdfs@P576TdYcbE6v3RpJntiKw.md
new file mode 100644
index 000000000..1f0188481
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/random-variances-pdfs@P576TdYcbE6v3RpJntiKw.md
@@ -0,0 +1 @@
+# Random Variances, PDFs
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/recall@DH33Na9zz_WGmbD-Dxvq1.md b/src/data/roadmaps/machine-learning/content/recall@DH33Na9zz_WGmbD-Dxvq1.md
new file mode 100644
index 000000000..47baed56c
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/recall@DH33Na9zz_WGmbD-Dxvq1.md
@@ -0,0 +1 @@
+# Recall
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/recommendation-systems@_eKuBhCCwUHnEGwHNQY-g.md b/src/data/roadmaps/machine-learning/content/recommendation-systems@_eKuBhCCwUHnEGwHNQY-g.md
new file mode 100644
index 000000000..bf0864ab8
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/recommendation-systems@_eKuBhCCwUHnEGwHNQY-g.md
@@ -0,0 +1 @@
+# Recommendation Systems
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/recurrent-neural-networks@H0cscBaExZPNZuFubBUv7.md b/src/data/roadmaps/machine-learning/content/recurrent-neural-networks@H0cscBaExZPNZuFubBUv7.md
new file mode 100644
index 000000000..dc5da8ff0
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/recurrent-neural-networks@H0cscBaExZPNZuFubBUv7.md
@@ -0,0 +1 @@
+# Recurrent Neural Networks
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/regression@gKu6tnpTO2PhDDMYp2u7F.md b/src/data/roadmaps/machine-learning/content/regression@gKu6tnpTO2PhDDMYp2u7F.md
new file mode 100644
index 000000000..e1aac294d
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/regression@gKu6tnpTO2PhDDMYp2u7F.md
@@ -0,0 +1 @@
+# Regression
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/reinforcement-learning@NC1A2SQVyc1n-KEf6yl-4.md b/src/data/roadmaps/machine-learning/content/reinforcement-learning@NC1A2SQVyc1n-KEf6yl-4.md
new file mode 100644
index 000000000..998d9bd63
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/reinforcement-learning@NC1A2SQVyc1n-KEf6yl-4.md
@@ -0,0 +1 @@
+# Reinforcement Learning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/ridge@1aX_vO5zxfTV8_kUIFHkR.md b/src/data/roadmaps/machine-learning/content/ridge@1aX_vO5zxfTV8_kUIFHkR.md
new file mode 100644
index 000000000..54240e5f6
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/ridge@1aX_vO5zxfTV8_kUIFHkR.md
@@ -0,0 +1 @@
+# Ridge
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/rnn@LpggrF1MMvAxtO9EJe3wY.md b/src/data/roadmaps/machine-learning/content/rnn@LpggrF1MMvAxtO9EJe3wY.md
new file mode 100644
index 000000000..75224a4c3
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/rnn@LpggrF1MMvAxtO9EJe3wY.md
@@ -0,0 +1 @@
+# RNN
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/roc-auc@anEGWHVpcp75e3jQrj_LZ.md b/src/data/roadmaps/machine-learning/content/roc-auc@anEGWHVpcp75e3jQrj_LZ.md
new file mode 100644
index 000000000..871130118
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/roc-auc@anEGWHVpcp75e3jQrj_LZ.md
@@ -0,0 +1 @@
+# ROC-AUC
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/scalars-vectors-tensors@d7J8GEkut61NDGRzROJoP.md b/src/data/roadmaps/machine-learning/content/scalars-vectors-tensors@d7J8GEkut61NDGRzROJoP.md
new file mode 100644
index 000000000..8310d3525
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/scalars-vectors-tensors@d7J8GEkut61NDGRzROJoP.md
@@ -0,0 +1 @@
+# Scalars, Vectors, Tensors
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/scikit-learn@ZVbnAF9I1r8qWFFYG6nXv.md b/src/data/roadmaps/machine-learning/content/scikit-learn@ZVbnAF9I1r8qWFFYG6nXv.md
new file mode 100644
index 000000000..368f51158
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/scikit-learn@ZVbnAF9I1r8qWFFYG6nXv.md
@@ -0,0 +1 @@
+# Scikit-learn
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/scikit-learn@yKtRmgwrJ75VVz7_txZ-S.md b/src/data/roadmaps/machine-learning/content/scikit-learn@yKtRmgwrJ75VVz7_txZ-S.md
new file mode 100644
index 000000000..368f51158
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/scikit-learn@yKtRmgwrJ75VVz7_txZ-S.md
@@ -0,0 +1 @@
+# Scikit-learn
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/seaborn@VYVLUxhp3XxxknNr5V966.md b/src/data/roadmaps/machine-learning/content/seaborn@VYVLUxhp3XxxknNr5V966.md
new file mode 100644
index 000000000..f703b67df
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/seaborn@VYVLUxhp3XxxknNr5V966.md
@@ -0,0 +1 @@
+# Seaborn
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/self-attention@oTKC1o1OOnPiTh60a8yVc.md b/src/data/roadmaps/machine-learning/content/self-attention@oTKC1o1OOnPiTh60a8yVc.md
new file mode 100644
index 000000000..c93ebe272
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/self-attention@oTKC1o1OOnPiTh60a8yVc.md
@@ -0,0 +1 @@
+# Self-Attention
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/self-supervised-learning@lgO7luG7-R_FY5nwFjRE0.md b/src/data/roadmaps/machine-learning/content/self-supervised-learning@lgO7luG7-R_FY5nwFjRE0.md
new file mode 100644
index 000000000..adea3c364
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/self-supervised-learning@lgO7luG7-R_FY5nwFjRE0.md
@@ -0,0 +1 @@
+# Self-supervised Learning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/semi-supervised-learning@Yho0zf9F-ROhEnTxRMq_M.md b/src/data/roadmaps/machine-learning/content/semi-supervised-learning@Yho0zf9F-ROhEnTxRMq_M.md
new file mode 100644
index 000000000..869d69f84
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/semi-supervised-learning@Yho0zf9F-ROhEnTxRMq_M.md
@@ -0,0 +1 @@
+# Semi-supervised Learning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/singular-value-decomposition@yGs2h10gZcO4GMaWfI3uW.md b/src/data/roadmaps/machine-learning/content/singular-value-decomposition@yGs2h10gZcO4GMaWfI3uW.md
new file mode 100644
index 000000000..7acb9cb55
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/singular-value-decomposition@yGs2h10gZcO4GMaWfI3uW.md
@@ -0,0 +1 @@
+# Singular Value Decomposition
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/skills-and-responsibilities@BzZd-d5t63dY97SRSIb0J.md b/src/data/roadmaps/machine-learning/content/skills-and-responsibilities@BzZd-d5t63dY97SRSIb0J.md
new file mode 100644
index 000000000..fe51f390b
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/skills-and-responsibilities@BzZd-d5t63dY97SRSIb0J.md
@@ -0,0 +1 @@
+# Skills and Responsibilities
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/statistics@5DiaZkljhHAGPi9DkaH3b.md b/src/data/roadmaps/machine-learning/content/statistics@5DiaZkljhHAGPi9DkaH3b.md
new file mode 100644
index 000000000..0850fed2e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/statistics@5DiaZkljhHAGPi9DkaH3b.md
@@ -0,0 +1 @@
+# Statistics
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/stemming@UO1GEUe8e22uRB6DAxfpe.md b/src/data/roadmaps/machine-learning/content/stemming@UO1GEUe8e22uRB6DAxfpe.md
new file mode 100644
index 000000000..b99c25073
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/stemming@UO1GEUe8e22uRB6DAxfpe.md
@@ -0,0 +1 @@
+# Stemming
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/strides@YWxSI45e5K_4YOrvmh6LV.md b/src/data/roadmaps/machine-learning/content/strides@YWxSI45e5K_4YOrvmh6LV.md
new file mode 100644
index 000000000..0ef24432f
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/strides@YWxSI45e5K_4YOrvmh6LV.md
@@ -0,0 +1 @@
+# Strides
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/supervised-learning@5MUwKGfSTKlam8KCG0A1U.md b/src/data/roadmaps/machine-learning/content/supervised-learning@5MUwKGfSTKlam8KCG0A1U.md
new file mode 100644
index 000000000..cc80ec827
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/supervised-learning@5MUwKGfSTKlam8KCG0A1U.md
@@ -0,0 +1 @@
+# Supervised Learning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/support-vector-machines@_jS66rGAWecXH3zVF-5ds.md b/src/data/roadmaps/machine-learning/content/support-vector-machines@_jS66rGAWecXH3zVF-5ds.md
new file mode 100644
index 000000000..862b7d2b6
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/support-vector-machines@_jS66rGAWecXH3zVF-5ds.md
@@ -0,0 +1 @@
+# Support Vector Machines
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/tensorflow@Ru8_xMyFxye1hyzCUYvnj.md b/src/data/roadmaps/machine-learning/content/tensorflow@Ru8_xMyFxye1hyzCUYvnj.md
new file mode 100644
index 000000000..abc6fc29e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/tensorflow@Ru8_xMyFxye1hyzCUYvnj.md
@@ -0,0 +1 @@
+# TensorFlow
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/tokenization@QbftToskhtBlTz1jyiRkb.md b/src/data/roadmaps/machine-learning/content/tokenization@QbftToskhtBlTz1jyiRkb.md
new file mode 100644
index 000000000..2a71b6b86
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/tokenization@QbftToskhtBlTz1jyiRkb.md
@@ -0,0 +1 @@
+# Tokenization
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/train---test-data@5xxAg18h74pDAUPy6P8NQ.md b/src/data/roadmaps/machine-learning/content/train---test-data@5xxAg18h74pDAUPy6P8NQ.md
new file mode 100644
index 000000000..31bd9c599
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/train---test-data@5xxAg18h74pDAUPy6P8NQ.md
@@ -0,0 +1 @@
+# Train - Test Data
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/transformers@rDIg16eb6B6um1P8uMy51.md b/src/data/roadmaps/machine-learning/content/transformers@rDIg16eb6B6um1P8uMy51.md
new file mode 100644
index 000000000..80f9bcb39
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/transformers@rDIg16eb6B6um1P8uMy51.md
@@ -0,0 +1 @@
+# Transformers
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/tuning@m4vmnxRMBf7zwNnwrMEnk.md b/src/data/roadmaps/machine-learning/content/tuning@m4vmnxRMBf7zwNnwrMEnk.md
new file mode 100644
index 000000000..418e4b06c
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/tuning@m4vmnxRMBf7zwNnwrMEnk.md
@@ -0,0 +1 @@
+# Tuning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/types-of-distribution@WLlZE_vto-CYY5GLV_w7o.md b/src/data/roadmaps/machine-learning/content/types-of-distribution@WLlZE_vto-CYY5GLV_w7o.md
new file mode 100644
index 000000000..bad56da19
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/types-of-distribution@WLlZE_vto-CYY5GLV_w7o.md
@@ -0,0 +1 @@
+# Types of Distribution
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/types-of-machine-learning@Ns2zKn8BL_kTEI6O65pCp.md b/src/data/roadmaps/machine-learning/content/types-of-machine-learning@Ns2zKn8BL_kTEI6O65pCp.md
new file mode 100644
index 000000000..5f77d3746
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/types-of-machine-learning@Ns2zKn8BL_kTEI6O65pCp.md
@@ -0,0 +1 @@
+# Types of Machine Learning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/unsupervised-learning@36ryjK5isV1MD4MgZP2Jn.md b/src/data/roadmaps/machine-learning/content/unsupervised-learning@36ryjK5isV1MD4MgZP2Jn.md
new file mode 100644
index 000000000..a0216c8b4
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/unsupervised-learning@36ryjK5isV1MD4MgZP2Jn.md
@@ -0,0 +1 @@
+# Unsupervised Learning
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/validation-techniques@0hi0LdCtj9Paimgfc-l1O.md b/src/data/roadmaps/machine-learning/content/validation-techniques@0hi0LdCtj9Paimgfc-l1O.md
new file mode 100644
index 000000000..0d911ec88
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/validation-techniques@0hi0LdCtj9Paimgfc-l1O.md
@@ -0,0 +1 @@
+# Validation Techniques
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/variables-and-data-types@dEFLBGpiH6nbSMeR7ecaT.md b/src/data/roadmaps/machine-learning/content/variables-and-data-types@dEFLBGpiH6nbSMeR7ecaT.md
new file mode 100644
index 000000000..8782f0618
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/variables-and-data-types@dEFLBGpiH6nbSMeR7ecaT.md
@@ -0,0 +1 @@
+# Variables and Data Types
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/what-is-an-ml-engineer@FgzPlLUfGdlZPvPku0-Xl.md b/src/data/roadmaps/machine-learning/content/what-is-an-ml-engineer@FgzPlLUfGdlZPvPku0-Xl.md
new file mode 100644
index 000000000..1009c5586
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/what-is-an-ml-engineer@FgzPlLUfGdlZPvPku0-Xl.md
@@ -0,0 +1 @@
+# What is an ML Engineer?
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/what-is-machine-learning@rzhVFzl5H5MWtcvr8ayRk.md b/src/data/roadmaps/machine-learning/content/what-is-machine-learning@rzhVFzl5H5MWtcvr8ayRk.md
new file mode 100644
index 000000000..8cf35dc23
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/what-is-machine-learning@rzhVFzl5H5MWtcvr8ayRk.md
@@ -0,0 +1 @@
+# What is Machine Learning?
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/what-is-model-evaluation@99TI95HVGrXIYr-PIDxhC.md b/src/data/roadmaps/machine-learning/content/what-is-model-evaluation@99TI95HVGrXIYr-PIDxhC.md
new file mode 100644
index 000000000..d6f0ae67b
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/what-is-model-evaluation@99TI95HVGrXIYr-PIDxhC.md
@@ -0,0 +1 @@
+# What is Model Evaluation?
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/what-is-reinforcement-learning@EtU_9MOklVBvnvyg30Yfx.md b/src/data/roadmaps/machine-learning/content/what-is-reinforcement-learning@EtU_9MOklVBvnvyg30Yfx.md
new file mode 100644
index 000000000..37e3b030f
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/what-is-reinforcement-learning@EtU_9MOklVBvnvyg30Yfx.md
@@ -0,0 +1 @@
+# What is Reinforcement Learning?
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/what-is-supervised-learning@ajKU5CPlbn7BbWHEhUNaB.md b/src/data/roadmaps/machine-learning/content/what-is-supervised-learning@ajKU5CPlbn7BbWHEhUNaB.md
new file mode 100644
index 000000000..fa8975d0f
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/what-is-supervised-learning@ajKU5CPlbn7BbWHEhUNaB.md
@@ -0,0 +1 @@
+# What is Supervised Learning?
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/what-is-unsupervised-learning@9oWdnQd-vwVJi62JQLgJ5.md b/src/data/roadmaps/machine-learning/content/what-is-unsupervised-learning@9oWdnQd-vwVJi62JQLgJ5.md
new file mode 100644
index 000000000..bdcfd610a
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/what-is-unsupervised-learning@9oWdnQd-vwVJi62JQLgJ5.md
@@ -0,0 +1 @@
+# What is Unsupervised Learning?
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/content/why-is-it-important@vmERbhRIevLLNc7Ny2pWp.md b/src/data/roadmaps/machine-learning/content/why-is-it-important@vmERbhRIevLLNc7Ny2pWp.md
new file mode 100644
index 000000000..dbad512b6
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/content/why-is-it-important@vmERbhRIevLLNc7Ny2pWp.md
@@ -0,0 +1 @@
+# Why is it important?
\ No newline at end of file
diff --git a/src/data/roadmaps/machine-learning/faqs.astro b/src/data/roadmaps/machine-learning/faqs.astro
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/data/roadmaps/machine-learning/machine-learning.json b/src/data/roadmaps/machine-learning/machine-learning.json
new file mode 100644
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diff --git a/src/data/roadmaps/machine-learning/machine-learning.md b/src/data/roadmaps/machine-learning/machine-learning.md
new file mode 100644
index 000000000..c640e308e
--- /dev/null
+++ b/src/data/roadmaps/machine-learning/machine-learning.md
@@ -0,0 +1,47 @@
+---
+jsonUrl: '/jsons/roadmaps/machine-learning.json'
+pdfUrl: '/pdfs/roadmaps/machine-learning.pdf'
+order: 4.99
+renderer: "editor"
+briefTitle: 'Machine Learning'
+briefDescription: 'Step by step guide to becoming a Machine Learning Engineer in 2025'
+title: 'Machine Learning Roadmap'
+description: 'Step by step guide to becoming a Machine Learning Engineer in 2025'
+hasTopics: true
+isNew: true
+dimensions:
+  width: 968
+  height: 4710
+schema:
+  headline: 'Machine Learning Roadmap'
+  description: 'Learn how to become a Machine Learning Engineer with this interactive step by step guide in 2025. We also have resources and short descriptions attached to the roadmap items so you can get everything you want to learn in one place.'
+  imageUrl: 'https://roadmap.sh/roadmaps/machine-learning.png'
+  datePublished: '2025-08-13'
+  dateModified: '2025-08-13'
+seo:
+  title: 'Machine Learning Roadmap'
+  description: 'Learn to become a Machine Learning Engineer using this roadmap. Community driven, articles, resources, guides, interview questions, quizzes for modern machine learning engineers.'
+  keywords:
+    - 'machine learning roadmap 2025'
+    - 'ml engineer roadmap 2025'
+    - 'guide to becoming a machine learning engineer'
+    - 'easy machine learning roadmap'
+    - 'machine learning engineer'
+    - 'ml roadmap'
+    - 'ai engineer roadmap'
+    - 'machine learning skills'
+    - 'ml engineer skills'
+    - 'skills for machine learning'
+    - 'machine learning quiz'
+    - 'machine learning interview questions'
+relatedRoadmaps:
+  - 'python'
+  - 'ai-data-scientist'
+sitemap:
+  priority: 1
+  changefreq: 'monthly'
+tags:
+  - 'roadmap'
+  - 'main-sitemap'
+  - 'role-roadmap'
+---