Python Mastery
Major Libraries Training Course
A Complete 16-Week Program for Data Science, Machine Learning & Scientific Computing
Course Structure
Every 30-minute block follows: Concept → Examples → Exercise → Homework.
Foundations
Weeks 1–4
Python, NumPy, Pandas, Visualization
Working with Data & Web
Weeks 5–8
File I/O, APIs, Web Scraping, Flask, FastAPI, ML
Science, NLP & Vision
Weeks 9–12
SciPy, SymPy, Stats, NLP, Computer Vision
Engineering & Automation
Weeks 13–14
Databases, ETL, Scripting, Testing
Capstone Project
Weeks 15–16
Design, implement, package, present
Weeks
Python Foundations & Standard Library
Environment setup, syntax, core data structures, functions
Week 2NumPy: Arrays & Vectorized Computing
Numerical arrays, vectorization, broadcasting, linear algebra, random
Week 3Pandas: DataFrames & Data Handling
Series, DataFrame, loading data, cleaning, grouping, merging
Week 4Visualization: Matplotlib & Seaborn
Line, bar, scatter, histogram, boxplot, subplots, styling, visual EDA
Week 5File Formats & Data Pipelines
CSV, JSON, XML, Excel, text parsing, regex, cleaning pipelines
Week 6HTTP, APIs & Web Scraping
requests library, REST APIs, JSON handling, BeautifulSoup, ethics
Week 7Web Frameworks: Flask & FastAPI
Routing, templates, REST APIs, Pydantic, async basics, deployment concepts
Week 8Machine Learning with scikit-learn
ML workflow, preprocessing, classification, regression, pipelines, evaluation
Week 9Scientific Python: SciPy & SymPy
Optimization, integration, statistics, symbolic math, equation solving
Week 10Practical Statistics for Data Science
Descriptive stats, distributions, correlation, hypothesis testing, confidence intervals
Week 11NLP: NLTK, spaCy & Transformers
Tokenization, stemming, NER, POS tagging, text classification, Hugging Face
Week 12Computer Vision with OpenCV
Image representation, transformations, filters, edge detection, contours
Week 13Databases & Data Engineering
SQLite, SQLAlchemy ORM, ETL pipelines, Dask for large data
Week 14Automation, Scripting & Testing
os/pathlib, subprocess, selenium, logging, pytest, automation scripts
Week 15Capstone Project: Design & Implementation
Project planning, data acquisition, preprocessing, modeling/analysis, integration
Week 16Capstone Project: Polish, Package & Present
Packaging, documentation, README, demo, retrospective, deployment concepts
Extended Topics
Dive deeper into visualization, vibe coding, SaaS, DevOps, State of the Art 2026, RL, SLM, robotics, MCP/MQTT, edge computing, swarm tech, wearables, digital health, drug discovery, bioinformatics, and medical imaging AI—applicable across all domains including health and pharma R&D.
Visualization with Python
Comprehensive guide to data visualization in Python—from static charts to interactive dashboards.
Vibe Coding
AI-augmented development—build faster with Copilot, Claude, Cursor, and prompt-driven workflows.
SaaS Development with Python
Build and ship Software-as-a-Service products: architecture, billing, multi-tenancy, and deployment.
DevOps with Python
CI/CD, containerization, infrastructure as code, and deployment automation with Python.
State of the Art 2026
Videos from 2025–2026 on cutting-edge Python: Python 3.14, type hints, asyncio, AI tools, uv/Ruff, and modern workflows.
State of the Art Reinforcement Learning and Research
Cutting-edge reinforcement learning: DeepMind DiscoRL, DQN, PPO, multi-agent systems, and RL research frontiers 2025–2026.
State of the Art Proprietary SLM Development and Local Deployment
Run and fine-tune small language models locally: Ollama, LM Studio, vLLM, GGUF, and proprietary SLM workflows for 2025–2026.
State of the Art Robotics EOS2 and AI
Robotics operating systems, embodied AI, EOS2, simulation, and humanoid robots—frontiers of robotics research 2025–2026.
MCP, A2A, ACP, MQTT and Other Protocols
Model Context Protocol (MCP), Agent-to-Agent (A2A), ACP, MQTT, and modern AI/IoT protocols for 2025–2026.
Hybrid Cloud and Edge Computing
Hybrid cloud, edge computing, Kubernetes at the edge, AWS Outposts, Azure Arc, and distributed AI deployment 2025–2026.
Swarm Robotics
Swarm intelligence, multi-agent coordination, emergent behavior, and swarm robotics research 2025–2026.
Drone and Missile Swarms
Autonomous drone swarms, UAV coordination, missile swarm systems, and defense/civilian applications 2025–2026.
State of the Art Wearables and Health Monitoring
Smartwatch and wearable data analysis: Apple Health, Fitbit, sensor streams, activity recognition, sleep quality, and real-time health dashboards 2025–2026.
Digital Health and Precision Medicine
EHR analysis, clinical decision support, genomics-informed care, telemedicine platforms, and healthcare AI applications 2025–2026.
Computational Drug Discovery and Pharma R&D
AI-driven drug discovery: DeepChem, RDKit, molecular ML, virtual screening, clinical trials analytics, and regulatory workflows 2025–2026.
Bioinformatics and Genomics
RNA-seq, variant calling, gene expression, sequence analysis, and computational biology with Python 2025–2026.
Medical Imaging AI and Diagnostics
Radiology AI, pathology imaging, DICOM/NIfTI processing, segmentation, and diagnostic models with PyTorch and MONAI 2025–2026.