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The Master Curriculum Roadmap

The complete ML Engineering master curriculum. Every concept listed here receives an ultra-deep conversational breakdown detailing arrays, memory layouts, and architectural routing.

1. Python Core Concepts 17 Topics
Variables & Types
Available (Extensive Depth)
Operators
Available (Extensive Depth)
Control Flow (if/else)
Available (Extensive Depth)
Loops (for/while)
Available (Extensive Depth)
Functions & Scope
Available (Extensive Depth)
Lists & Mutability
Available (Extensive Depth)
Tuples & Immutability
Available (Extensive Depth)
Dictionaries & Sets
Available (Extensive Depth)
String Operations
Available (Extensive Depth)
Comprehensions
Available (Extensive Depth)
Modules & SYS Path
Available (Extensive Depth)
File I/O & Context
Available (Extensive Depth)
Exceptions & Tracebacks
Available (Extensive Depth)
Advanced Functions (*args)
Available (Extensive Depth)
Generators & Yield
Available (Extensive Depth)
OOP & Metaclasses
Available (Extensive Depth)
Concurrency & the GIL
Available (Extensive Depth)
2. Data Engineering (NumPy & Pandas) 7 Topics
NumPy Arrays & Memory
Available (Extensive Depth)
NumPy Linear Algebra
Available (Extensive Depth)
Matplotlib Visualization
Available (Extensive Depth)
Pandas DataFrames
Available (Extensive Depth)
Pandas Merges & Joins
Available (Extensive Depth)
Pandas Time Series
Available (Extensive Depth)
Pandas Data Cleaning
Available (Extensive Depth)
3. Machine Learning (Scikit-Learn) 3 Topics
Data Preprocessing
Available (Extensive Depth)
Supervised ML Models
Available (Extensive Depth)
Model Evaluation & Metrics
Available (Extensive Depth)
4. Deep Learning (TensorFlow/Keras) 3 Topics
TensorFlow Core & Graphs
Available (Extensive Depth)
NLP Tokenization
Available (Extensive Depth)
RNNs & LSTMs
Available (Extensive Depth)
5. Transformers & LLMs 2 Topics
Self-Attention Mechanism
Available (Extensive Depth)
Large Language Models (GPT)
Available (Extensive Depth)
6. Computer Vision 2 Topics
CNNs & Convolutions
Available (Extensive Depth)
Transfer Learning (ResNet)
Available (Extensive Depth)
7. MLOps & Deployment 3 Topics
FastAPI Model Serving
Available (Extensive Depth)
Docker Containerization
Available (Extensive Depth)
Cloud Deployment & CI/CD
Available (Extensive Depth)