Welcome to the delicious irony of learning AI: your goal is to become a competent engineer who can teach machines to do cool stuff, but here's the kicker, don't learn FROM AI while learning how to MAKE AI learn.
We're drowning in the age of multi-source paralysis, where people never start because there are too many resources, then AI swoops in like an overenthusiastic friend doing your homework while you watch Netflix. Suddenly we're all convinced we're learning while the AI does the thinking. Plot twist: you're not learning; you're becoming an intellectual couch potato.
Prerequisites: Your brain. That's it. I might permit a calculator, those ancient relics with actual buttons, but GPT, Claude, or any AI assistant? Absolutely not. We're going full analog, like our ancestors did in the dark ages of... 2010.
Learn the hard way. Struggle through derivations by hand, debug with print statements, calculate gradients until your calculator dies. Why? Because there's a difference between being a chef who creates masterpieces from scratch and someone who can only reheat frozen dinners. Both fill your stomach, but only one feeds your understanding.
In the chess game of human vs. AI, don't let the machine win by forfeit. Become skilled enough to teach it, and maybe keep winning a few games yourself.
Important Notice: This repository contains my personal learning notes and implementations created for educational purposes. The content represents my understanding at various stages of learning and may contain errors or oversimplifications.
For Beginners: If you're also learning AI, feel free to follow along, but remember to cross-reference with authoritative sources and don't rely solely on these notes.
| Emoji | Level | Description |
|---|---|---|
| π₯ | Must Learn | Absolutely essential - skip this at your own peril |
| β | Recommended | Highly valuable - will make your journey significantly smoother |
| π‘ | Optional | Nice to have - useful but not critical for getting started |
Here's your roadmap through the mathematical wilderness, because jumping straight into neural networks without calculus is like trying to perform brain surgery with a butter knife, technically possible, but inadvisable.
π₯ Basic Algebra & Pre-Calculus
β
π₯ Discrete Mathematics
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Single Variable π₯ Logic & Proofs π₯ Sets & Functions
Calculus β β
β π₯ Boolean Algebra π₯ Relations
π₯ Derivatives β β
β β Propositional β Equivalence
π₯ Integrals Logic Relations
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Multivariable β Graph Theory π‘ Combinatorics
Calculus β β
β β Trees & Networks π‘ Counting
π₯ Partial Derivatives β Principles
β β Algorithms on β
π₯ Multiple Integrals Graphs π‘ Permutations &
β β Combinations
β Vector Fields β β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Vector Calculus
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Gradient & β Line & Surface π‘ Green's & Stokes'
Divergence Integrals Theorems
β β β
β Curl & Del β Vector Fields π‘ Divergence Theorem
Operator β β
β π‘ Conservative π‘ Applications to
π‘ Directional Fields Physics
Derivatives β β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββ The Convergence Point βββ
β
π₯ Linear Algebra
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Matrices & π₯ Vector Spaces π₯ Eigenvalues &
Determinants β Eigenvectors
β π₯ Linear β
π₯ Matrix Operations Independence π₯ Diagonalization
β β β
π₯ Gaussian π₯ Basis & β Singular Value
Elimination Dimension Decomposition
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Inner Products β Matrix π‘ Tensor Algebra
β Decompositions β
π₯ Orthogonality β LU/QR/Cholesky π‘ Multilinear
β β Algebra
β Gram-Schmidt π‘ Pseudo-inverse β
Process β π‘ Tensor
β β Decompositions
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββ Advanced Mathematical Tools βββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Probability Theory β Statistics β Optimization Theory
β β β
π₯ Random Variables β Descriptive β Convex Optimization
β Statistics β
π₯ Distributions β Hypothesis π₯ Gradient Descent
β Testing β
π₯ Bayes' Theorem β Confidence β Lagrange Multipliers
β Intervals β
β Central Limit π‘ Regression π‘ Constrained
Theorem Analysis Optimization
β β β
β Markov Chains π‘ ANOVA π‘ Linear Programming
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Specialized Mathematical Areas
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Real Analysis π‘ Complex Analysis π‘ Differential
β β Equations
π‘ Measure Theory π‘ Fourier Analysis π‘ ODEs & PDEs
β β β
π‘ Functional Analysis π‘ Signal Processing π‘ Dynamical Systems
β β β
π‘ Topology π‘ Information π‘ Control Theory
β Theory β
π₯ Terminal/Command Line
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Git π₯ SSH β Shell Scripting
β β β
β β Key Management β
β β π‘ Advanced Bash
β π‘ Config Files β
β β β Aliases & Functions
β β tmux β
β β π‘ zsh/fish/oh-my-zsh
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββ Text Editor Wars βββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ VS Code β Vim π‘ Emacs
β β β
π‘ Extensions β Neovim π‘ Spacemacs
β β β
π‘ Sublime Text π‘ Vim Plugins π‘ Nano (for emergencies)
π₯ Package Managers & Environment
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ pip β conda π‘ homebrew/apt
β β β
β virtualenv β mamba π‘ snap/flatpak
β β β
π‘ pipenv π‘ poetry π‘ asdf/pyenv
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Containerization
β
π₯ Docker
β
β Docker Compose
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Kubernetes π‘ Podman π‘ Vagrant
β β β
π‘ Helm π‘ LXC/LXD π‘ VirtualBox
π₯ IDE/Editor Setup
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Debugger β Linting β Testing Framework
β β β
π₯ IntelliSense β Code Formatting π₯ Unit Tests
β β β
β Extensions π‘ Type Checking β Integration Tests
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Jupyter Notebook π‘ API Testing π‘ Database Tools
β β β
β JupyterLab π‘ Postman/Insomnia π‘ pgAdmin/Compass
β β β
π‘ Google Colab π‘ HTTPie/curl π‘ DBeaver/Sequel Pro
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Version Control System
β
π₯ Git
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ GitHub/GitLab β Git Hooks β Branching Strategy
β β β
β Pull Requests π‘ Git Flow π‘ Semantic Versioning
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β CI/CD Pipeline
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β GitHub Actions π‘ Jenkins π‘ GitLab CI
β β β
π‘ Travis CI π‘ CircleCI π‘ Azure DevOps
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Advanced DevOps & Monitoring
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Prometheus π‘ ELK Stack π‘ Infrastructure as Code
β β β
π‘ Grafana π‘ Splunk π‘ Terraform/Ansible
π₯ Programming Logic & Thinking
β
βββββββββββββββββββββΌβββββββββββββββββββ β
β β β
π₯ Variables & π₯ Control Flow π₯ Functions
Data Types β β
β π₯ If/Else/Switch π₯ Parameters
π₯ Operators β π₯ Return Values
β π₯ Loops (for/while) β
π₯ Type Conversion β π₯ Recursion
β π₯ Break/Continue β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββ Language Choice Wars βββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Python β Java π‘ Typescript
β β β
β JavaScript β C π‘ Rust
β β β
π‘ Go π‘ Kotlin
π₯ Basic Data Structures
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Arrays/Lists π₯ Strings π₯ Dictionaries/Maps
β β β
π₯ Indexing π₯ String Methods π₯ Key-Value Pairs
β β β
β Multidimensional β String Formatting β Hash Tables
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Intermediate Data Structures
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Stacks & Queues β Sets π‘ Linked Lists
β β β
β LIFO/FIFO β Union/Intersection π‘ Pointers/References
β β β
π‘ Priority Queues π‘ Bit Manipulation β Trees & Graphs
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Basic Algorithms
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Searching π₯ Sorting β Algorithm Complexity
β β β
π₯ Linear Search π₯ Bubble/Selection β Big O Notation
β β β
β Binary Search β Quick/Merge Sort π‘ Time/Space Analysis
β β β
β Trees & Graph Alogirthms
π₯ OOP Fundamentals
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Classes & π₯ Methods & π₯ Encapsulation
Objects Attributes β
β β π₯ Public/Private
π₯ Instantiation π₯ Instance vs β
β Class Methods β Getters/Setters
β Constructors β β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Advanced OOP Concepts
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Inheritance β Polymorphism π‘ Abstraction
β β β
β Parent/Child β Method Overriding π‘ Interfaces
β β β
π‘ Multiple π‘ Duck Typing π‘ Abstract Classes
Inheritance β β
π₯ File Operations
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Reading Files π₯ Writing Files π₯ File Paths
β β β
π₯ Text Files π₯ Append Mode π₯ Absolute/Relative
β β β
β CSV/JSON β Binary Files β Directory Operations
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Error Handling
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Try/Catch π₯ Exception Types β Custom Exceptions
β β β
π₯ Finally Blocks β Error Messages π‘ Logging
β β β
β Debugging π‘ Stack Traces π‘ Testing Frameworks
π₯ Code Organization
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Modules/Packages π₯ Import System π₯ Standard Library
β β β
π₯ Creating Modules π₯ from/import π₯ Built-in Functions
β β β
β Package Structure β Aliasing β Common Libraries
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β External Libraries
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Package Managers β Virtual Environments π‘ Documentation
β β β
π₯ pip/npm/etc β Requirements Files π‘ API References
β β β
β Dependency π‘ Version Control π‘ Code Examples
Management β β
π₯ Database Concepts
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Data Models π₯ ACID Properties π₯ Database Design
β β β
π₯ Relational Model π₯ Atomicity π₯ Normalization
β β β
π₯ Tables/Rows/ π₯ Consistency π₯ Primary/Foreign
Columns β Keys
β π₯ Isolation β
β Entity-Relationship π₯ Durability β Indexing Strategy
Diagrams β β
β β β Query Optimization
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββ SQL Mastery βββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Basic SQL π₯ Advanced SQL β Database Functions
β β β
π₯ SELECT/FROM/WHERE π₯ JOINs (Inner/ β Aggregate Functions
β Outer/Left/Right) β
π₯ INSERT/UPDATE/ π₯ Subqueries β Window Functions
DELETE β β
β π₯ GROUP BY/HAVING β Common Table
π₯ ORDER BY/LIMIT π₯ UNION/INTERSECT Expressions (CTEs)
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Advanced Queries π‘ Stored Procedures π‘ Database Security
β β β
β Recursive Queries π‘ Triggers π‘ User Management
β β β
β Performance Tuning π‘ Views π‘ Access Control
β β β
β Execution Plans π‘ Materialized π‘ Data Encryption
β Views β
π₯ Popular RDBMS
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ PostgreSQL β MySQL π‘ Oracle
β β β
π₯ JSON Support β InnoDB Engine π‘ Enterprise Features
β β β
π₯ Advanced Data β Replication π‘ PL/SQL
Types β β
β β Performance π‘ Advanced Analytics
β Extensions Optimization β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Microsoft SQL π‘ SQLite β Database
Server β Administration
β π‘ Embedded β
π‘ T-SQL Database β Backup & Recovery
β β β
π‘ Integration π‘ Local Development β Monitoring
Services β β
β π‘ Mobile Apps β Performance Tuning
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Database Connectivity
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Python DB APIs β Connection β Database Drivers
β Pooling β
π₯ psycopg2/PyMySQL β SQLAlchemy β JDBC/ODBC
β β β
π₯ Connection β ORM Concepts π‘ Connection
Management β Security
β β Query Builders β
β Document Databases
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β MongoDB π‘ CouchDB π‘ Amazon DocumentDB
β β β
β Collections & π‘ Map-Reduce π‘ Azure Cosmos DB
Documents β β
β π‘ CouchDB Queries π‘ Multi-Model
β BSON Format π‘ Replication Database
β β β
β Aggregation π‘ Conflict π‘ Global Distribution
Pipeline Resolution β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Key-Value & Column Stores
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Redis π‘ Apache Cassandra π‘ Amazon DynamoDB
β β β
β Caching π‘ Wide Column π‘ Serverless NoSQL
β Family β
β Pub/Sub π‘ Distributed π‘ Auto-scaling
β Architecture β
β Data Structures π‘ Eventually π‘ Global Tables
β Consistent β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Graph Databases
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Neo4j π‘ Amazon Neptune π‘ ArangoDB
β β β
π‘ Cypher Query π‘ Property Graph π‘ Multi-Model
Language β (Graph/Document)
β π‘ RDF/SPARQL β
π‘ Graph Algorithms π‘ Graph Analytics π‘ Graph Traversal
β β β
π‘ Social Networks π‘ Knowledge Graphs π‘ Recommendation
β β Systems
π₯ Data Warehousing
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Data Warehouse β Data Lakes β Data Marts
Concepts β β
β β Raw Data Storage β Departmental
π₯ ETL/ELT β Schema-on-Read Focus
Processes β β
β β Data Lake β OLAP vs OLTP
π₯ Dimensional Architecture β
Modeling β β Star/Snowflake
β β Schema
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Big Data Technologies
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Apache Hadoop β Apache Spark π‘ Apache Kafka
β β β
β HDFS β Spark SQL π‘ Stream Processing
β β β
β MapReduce β DataFrames π‘ Real-time Data
β β β
π‘ Hive/Pig β MLlib π‘ Event Streaming
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Cloud Data Platforms
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ AWS Data Services β Google Cloud β Azure Data
β Platform Platform
π₯ S3/RDS/Redshift β BigQuery/Cloud β SQL Database/
β SQL Synapse
β DynamoDB/EMR β Cloud Storage/ β Cosmos DB/
β Dataflow Data Factory
β Athena/Glue π‘ AI Platform π‘ Machine Learning
β β Studio
βββββββββββββββββββββΌββββββββββββββββββββ
β
β AI-Specific Data Storage
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Vector Databases β Time Series π‘ Feature Stores
β Databases β
β Pinecone/Weaviate β InfluxDB/ π‘ Feast/Tecton
β TimescaleDB β
β Similarity Search β IoT Data π‘ Feature Engineering
β β Pipeline
β Embeddings Storage β Monitoring Data π‘ Model Registry
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Specialized AI Storage
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ MLOps Databases π‘ Experiment π‘ Model Versioning
β Tracking β
π‘ Model Metadata π‘ Weights & π‘ A/B Testing
β Biases/MLflow Data
π‘ Training Data π‘ Hyperparameter β
Versioning Optimization π‘ Performance
β Results Metrics Storage
π₯ Data Manipulation & Analysis
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ NumPy π₯ Pandas π₯ Data Cleaning
β β β
π₯ Arrays & Matrices π₯ DataFrames π₯ Missing Values
β β β
π₯ Mathematical Ops π₯ CSV/Excel I/O π₯ Data Types
β β β
β Broadcasting β Groupby/Merge β Outlier Detection
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Data Visualization
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Matplotlib β Seaborn π‘ Plotly
β β β
π₯ Basic Plots β Statistical Plots π‘ Interactive Plots
β β β
π₯ Customization β Heatmaps π‘ Dash/Streamlit
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Exploratory Data Analysis
β
βββββββββββββββββββββΌβββββββββββββββββββββββββββββ
β β β
π₯ Descriptive Stats β Correlation π‘ Feature Engineering
β β β
π₯ Distribution β Hypothesis Testing π‘ Dimensionality
β β Reduction
β Data Profiling π‘ A/B Testing β
π₯ ML Concepts & Theory
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Supervised vs π₯ Training/Testing π₯ Overfitting/
Unsupervised β Underfitting
β π₯ Train/Val/Test β
π₯ Regression vs β π₯ Bias-Variance
Classification π₯ Cross Validation β
β β β Regularization
β Semi-supervised β Stratified Split β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Scikit-Learn Ecosystem
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Linear Regression π₯ Logistic π₯ Decision Trees
β Regression β
π₯ Polynomial π₯ Classification π₯ Random Forest
β Metrics β
β Ridge/Lasso π₯ Confusion Matrix β Gradient Boosting
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Clustering & Unsupervised
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ K-Means β Hierarchical π‘ DBSCAN
β Clustering β
π₯ Elbow Method β Dendrogram π‘ Gaussian Mixture
β β β
β PCA π‘ t-SNE π‘ Association Rules
π₯ Neural Network Basics
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Perceptron π₯ Activation π₯ Backpropagation
β Functions β
π₯ Multi-layer π₯ ReLU/Sigmoid π₯ Gradient Descent
β β β
β Universal β Loss Functions β Learning Rate
Approximation β β
β π₯ MSE/CrossEntropy β Optimizers
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Deep Learning Frameworks
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ TensorFlow/Keras β PyTorch π‘ JAX
β β β
π₯ Sequential Model β Dynamic Graphs π‘ Functional API
β β β
π₯ Dense Layers β Autograd π‘ Custom Layers
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Specialized Architectures
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Convolutional β Recurrent π‘ Transformers
Neural Networks Neural Networks β
β β π‘ Attention
β CNN for Images β LSTM/GRU Mechanism
β β β
π‘ Transfer Learning π‘ Sequence Models π‘ BERT/GPT Basics
β Model Deployment
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Model Serialization β API Development π‘ Cloud Platforms
β β β
π₯ Pickle/Joblib β Flask/FastAPI π‘ AWS/GCP/Azure
β β β
β Model Versioning β Docker for ML π‘ MLflow/Weights&Biases
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Advanced MLOps
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Model Monitoring π‘ A/B Testing π‘ Feature Stores
β for Models β
π‘ Data Drift π‘ Continuous π‘ AutoML
β Integration β
π‘ Model Retraining π‘ Kubernetes ML π‘ Edge Deployment
π‘ Computer Vision
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ OpenCV π‘ Image Processing π‘ Object Detection
β β β
π‘ Image Classification π‘ Face Recognition π‘ YOLO/R-CNN
β β β
π‘ Image Segmentation π‘ OCR π‘ GANs
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Natural Language Processing
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Text Preprocessing π‘ Word Embeddings π‘ Named Entity
β β Recognition
π‘ Tokenization π‘ Word2Vec/GloVe β
β β π‘ Question Answering
π‘ Sentiment Analysis π‘ TF-IDF β
β β π‘ Text Generation
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Reinforcement Learning
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Q-Learning π‘ Policy Gradient π‘ Actor-Critic
β β β
π‘ Markov Decision π‘ Deep Q-Network π‘ Multi-Agent RL
Process β β
β π‘ OpenAI Gym π‘ Game AI
π₯ Modern Neural Networks
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Attention π₯ Transformers π₯ Self-Attention
Mechanisms β β
β π₯ Encoder-Decoder π₯ Multi-Head
π₯ Seq2Seq β Attention
β π₯ Positional Encoding β
β Memory Networks β β Scaled Dot-Product
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Large Language Models
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ BERT Family π₯ GPT Family β T5/UL2
β β β
π₯ RoBERTa/DeBERTa π₯ GPT-3/4 β PaLM/LaMDA
β β β
β ELECTRA/ALBERT β ChatGPT/InstructGPT π‘ Chinchilla/Gopher
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Advanced Vision Models
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Vision Transformer β CLIP π‘ DALL-E/Midjourney
β β β
β ResNet/EfficientNet β Multimodal Models π‘ Stable Diffusion
β β β
π‘ Neural Architecture π‘ Few-Shot Learning π‘ NeRF/3D Generation
Search β β
π₯ Advanced Optimization
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Advanced Optimizers π₯ Learning Rate β Second-Order Methods
β Scheduling β
π₯ Adam/AdamW β β Newton/L-BFGS
β π₯ Warmup/Decay β
β Lookahead/RAdam β π‘ Natural Gradients
β β Cyclical LR β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Advanced Training Techniques
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Transfer Learning β Fine-tuning β Knowledge Distillation
β β β
β Domain Adaptation β Parameter-Efficient π‘ Neural Architecture
β Fine-tuning Search
π‘ Meta-Learning β β
β β LoRA/Adapters π‘ AutoML Pipelines
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Theoretical Foundations
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Information Theory π‘ Probabilistic π‘ Causal Inference
β Models β
π‘ PAC Learning π‘ Bayesian Deep π‘ Graph Neural
β Learning Networks
π‘ Complexity Theory π‘ Variational π‘ Geometric Deep
β Inference Learning
β Generative AI
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Generative β Variational β Diffusion Models
Adversarial Networks Autoencoders β
β β β DDPM/DDIM
β StyleGAN/BigGAN β VAE/Ξ²-VAE β
β β π‘ Score-Based Models
π‘ Conditional GANs π‘ Disentangled β
β Representations π‘ Flow-Based Models
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Multimodal AI
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Vision-Language π‘ Audio-Visual π‘ Embodied AI
Models Models β
β β π‘ Robotics + AI
π‘ Image Captioning π‘ Speech Recognition β
β β π‘ Simulation
π‘ Visual QA π‘ Text-to-Speech Environments
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Advanced RL & Control
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Deep RL π‘ Multi-Agent RL π‘ Hierarchical RL
β β β
π‘ PPO/A3C/SAC π‘ Game Theory + RL π‘ Meta-RL
β β β
π‘ Model-Based RL π‘ Cooperative/ π‘ Offline RL
β Competitive RL β
π₯ Research Methodology
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Paper Reading π₯ Experiment Design β Academic Writing
β β β
π₯ Literature Review π₯ Hypothesis Testing β Peer Review
β β β
β Citation Management β Statistical π‘ Grant Writing
β Significance β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Advanced Implementation
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Research Codebases β Distributed π‘ Custom CUDA
β Training Kernels
β Reproducibility β Multi-GPU/TPU β
β β π‘ Hardware
β Benchmarking π‘ Model Parallelism Optimization
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Industry & Impact
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ AI Ethics π‘ Bias & Fairness π‘ AI Safety
β β β
π‘ Explainable AI π‘ Privacy-Preserving π‘ Alignment Research
β ML β
π‘ Regulatory π‘ Federated Learning π‘ AI Governance
Compliance β β
π‘ Frontier Research
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Foundation Models π‘ Emergent π‘ Multimodal
β Capabilities Foundation Models
π‘ Scaling Laws π‘ In-Context β
β Learning π‘ World Models
π‘ Constitutional AI π‘ Chain-of-Thought β
β Reasoning π‘ Neurosymbolic AI
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Next-Generation AI
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Quantum ML π‘ Neuromorphic π‘ Biological
β Computing Computation
π‘ Quantum Advantage π‘ Spiking Neural β
β Networks π‘ DNA Computing
π‘ NISQ Algorithms π‘ Brain-Inspired β
β Architectures π‘ Molecular ML
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ AGI Research
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Cognitive π‘ Reasoning Systems π‘ Consciousness
Architectures β Models
β π‘ Symbolic-Neural β
π‘ Memory Systems Integration π‘ Theory of Mind
β β β
π‘ Lifelong Learning π‘ Common Sense π‘ Self-Improving
β Reasoning Systems
π₯ Technical Communication
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Explaining Complex π₯ Documentation π₯ Stakeholder
Concepts β Communication
β π₯ Code Comments β
π₯ Non-Technical β π₯ Business Language
Translation π₯ README/Wiki β
β β β Executive Summaries
β Visual Storytelling β API Documentation β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Team Collaboration
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Code Reviews π₯ Pair Programming β Cross-Functional
β β Teams
π₯ Constructive π₯ Knowledge Sharing β
Feedback β β Remote Collaboration
β β Mentoring β
β Conflict Resolution β Teaching Skills π‘ Team Leadership
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Presentation Skills
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Technical Talks β Data Storytelling π‘ Conference Speaking
β β β
π₯ Demo Presentations β Visualization π‘ Workshop Facilitation
β Design β
β Slide Design π‘ Interactive Demos π‘ Panel Discussions
β β β
π₯ Analytical Thinking
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Problem π₯ Root Cause π₯ Systems Thinking
Decomposition Analysis β
β β π₯ Understanding
π₯ Requirements π₯ Debugging Dependencies
Analysis Methodology β
β β β Holistic View
β Edge Case β Hypothesis Testing β
Identification β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Creative Problem Solving
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Alternative β Lateral Thinking π‘ Design Thinking
Approaches β β
β β Brainstorming π‘ Innovation
β Constraint β Methodology
Thinking π‘ Analogical β
β Reasoning π‘ Prototyping
π‘ First Principles β Mindset
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Decision Making
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Risk Assessment π₯ Trade-off β Data-Driven
β Analysis Decisions
π₯ Cost-Benefit π₯ Prioritization β
β β β Uncertainty
β Scenario Planning β Time Management Handling
β β β
π₯ Business Acumen
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Understanding π₯ ROI & Value β Industry Knowledge
Business Goals Proposition β
β β β Market Dynamics
π₯ User/Customer π₯ Resource β
Perspective Constraints β Competitive
β β Analysis
β Product Thinking β Budget Awareness β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Domain Expertise
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Industry-Specific β Regulatory π‘ Subject Matter
Knowledge Compliance Expertise
β β β
β Workflow β Ethical π‘ Research Domain
Understanding Considerations Knowledge
β β β
π‘ Historical Context π‘ Future Trends π‘ Cross-Industry
β β Insights
βββββββββββββββββββββΌββββββββββββββββββββ
β
π₯ Project Management
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Timeline Planning π₯ Scope Management β Agile/Scrum
β β β
π₯ Milestone Tracking π₯ Resource Planning β Risk Management
β β β
β Stakeholder β Quality Assurance π‘ Program Management
Management β β
π₯ Learning Mindset
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π₯ Curiosity & π₯ Self-Directed π₯ Staying Current
Growth Mindset Learning β
β β π₯ Technology Trends
π₯ Embracing π₯ Research Skills β
Challenges β β Industry News
β β Online Courses β
β Learning from β Reading Papers π‘ Future-Proofing
Failure β Skills
βββββββββββββββββββββΌββββββββββββββββββββ
β
β Adaptability
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Change Management β Flexibility π‘ Pivot Strategies
β β β
π₯ New Technology β Context Switching π‘ Career Pivoting
Adoption β β
β β Multi-tasking π‘ Skill
β Feedback β Transferability
Integration π‘ Stress Management β
β β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Teaching & Knowledge Sharing
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Mentoring Others π‘ Content Creation π‘ Community Building
β β β
β Blog Writing π‘ Tutorial Making π‘ Open Source
β β Contribution
β Internal Training π‘ Speaking β
β Engagements π‘ Building Personal
π‘ Knowledge β Brand
Documentation π‘ Thought Leadership β
β Networking & Relationships
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
β Professional β Industry Events π‘ Social Media
Networks β Presence
β β Conferences β
β Internal β Meetups π‘ LinkedIn
Relationships β Optimization
β π‘ Online Communities β
π‘ Mentorship π‘ Hackathons π‘ Twitter/X/reddit for Tech
Networks β β
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Leadership & Influence
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Technical π‘ Vision Setting π‘ Strategic Thinking
Leadership β β
β π‘ Inspiring Others π‘ Organizational
π‘ Team Building β Impact
β π‘ Change Advocacy β
π‘ Delegation π‘ Decision π‘ Executive
β Authority Presence
βββββββββββββββββββββΌββββββββββββββββββββ
β
π‘ Career Strategy
β
βββββββββββββββββββββΌββββββββββββββββββββ
β β β
π‘ Personal Branding π‘ Goal Setting π‘ Market Positioning
β β β
π‘ Portfolio Building π‘ Skill Gap π‘ Salary Negotiation
β Analysis β
π‘ Interview Skills π‘ Career Path π‘ Equity & Compensation
β Planning Understanding
This project is for educational purposes. MIT Β© Mahmoud Ahmed
Contributions welcome! Fork the repository, make your changes, and submit a pull request.
- Fork the repo
- Create a feature branch
- Make your changes
- Submit a pull request
Please follow existing same style.