Python for AI/ML Development

Advanced Data Types

Lists, tuples, sets, dictionaries, custom collections

Functional Programming

Decorators, generators, iterators, lambda functions

Object-Oriented Programming

Classes, inheritance, polymorphism, magic methods

Asynchronous Programming

Async/await, coroutines, event loops

NumPy Mastery

Arrays, broadcasting, vectorization, linear algebra

Data Manipulation

DataFrame operations, data cleaning, transformation

Data Visualization

Static and interactive plotting

Numerical Computing

Mathematical optimization, statistical computing

Scikit-learn Ecosystem

ML algorithms, preprocessing, model selection

Deep Learning Frameworks

Neural networks, GPU acceleration

NLP Libraries

Text processing, tokenization, embeddings

Computer Vision

Image processing and analysis

Big Data Processing

Parallel computing, data streaming

Database Integration

SQL, NoSQL, vector databases

Data Pipeline Tools

ETL processes, workflow management

Data Serialization

File formats, compression, streaming

Experiment Management

Tracking, versioning, parameter management

Model Deployment

API development, model serving

Testing & Monitoring

Unit testing, integration testing, monitoring

Containerization

Container management, orchestration