IT_Abyss
IT_Abyss
Home
Knowledge
STACKS
C++
Go
Python
C#
Java
JavaScript
TypeScript
QA / Testing
PHP
Kotlin / Android
Swift / iOS
Data Analytics
Machine Learning
Security
DevOps / SRE
System Analysis
Unreal Engine
C++
BACKEND · ENGINE
Roadmap
Topic dependency graph
→
Best practices
Idioms and anti-patterns
→
Questions
Interview questions
→
Interviews
Blog
Pricing
Search the site
Search
Ctrl K
Feedback
Sign in
Telegram
ml
/
roadmap
ML
▾
Loading
.
.
.
Menu · section
Knowledge
Roadmap
Topic dependency graph
Questions
Interview questions
Roadmap
Choose a stack
C++
Go
Python
C#
Java
JavaScript
TypeScript
QA / Testing
PHP
Kotlin / Android
Swift / iOS
Data Analytics
Machine Learning
Security
DevOps / SRE
System Analysis
Unreal Engine
Questions
Choose a stack
C++
Go
Python
C#
Java
JavaScript
TypeScript
QA / Testing
PHP
Kotlin / Android
Swift / iOS
Data Analytics
Machine Learning
Security
DevOps / SRE
System Analysis
Unreal Engine
Menu
Home
Knowledge
Interviews
Blog
Account
EN
Road
map
Topics by level, from the basics to the advanced. Many of them suggest what to study next.
Map
List
All
11
Beginner
3
Advanced
8
Search topics…
Loading
.
.
.
−
100%
+
Tier 1 · Beginner
3 topics
CV
Computer Vision
Next:
Deep Learning Training
4
subtopics
20
questions
DL
Deep Learning Training
Next:
Quality Metrics
6
subtopics
21
questions
QM
Quality Metrics
Next:
Ensembles
4
subtopics
17
questions
Tier 3 · Advanced
8 topics
AM
Applied ML
Next:
LLMs & Generative AI
3
subtopics
33
questions
CM
Classical ML & Boosting
Next:
ML Engineering & MLOps
3
subtopics
32
questions
EN
Ensembles
Next:
Linear Models & Optimization
9
subtopics
18
questions
LM
Linear Models & Optimization
Next:
NLP & Transformers
7
subtopics
18
questions
LG
LLMs & Generative AI
5
subtopics
52
questions
ME
ML Engineering & MLOps
Next:
Applied ML
3
subtopics
37
questions
MF
ML Foundations
Next:
Classical ML & Boosting
3
subtopics
33
questions
NT
NLP & Transformers
Next:
ML Foundations
5
subtopics
18
questions
ML — Roadmap — IT Abyss