My Roadmap

✓ Python Core

Master Python, the primary language for AI and bioinformatics.

• ✓Python - Official Docs
• ✓Python Basics Course - KodeKloud
• ✓PCAP - Python Certification Course - KodeKloud

✗ APIs & Backend

Understand RESTful APIs, FastAPI, and backend development concepts.

• ✗FastAPI Documentation
• ✗Python API Development with FastAPI - KodeKloud

✗ Data Analysis & Visualization

Learn NumPy, Pandas, and Matplotlib for data manipulation and visualization.

• ✗NumPy Documentation
• ✗Pandas Documentation
• ✗Matplotlib Documentation
• ✗Pandas - Kaggle
• ✗Associate Data Scientist in Python - Datacamp
• ✗Data Scientist in Python - Datacamp

✗ AI Concepts

Learn about neural networks, deep learning, and AI ethics.

• ✓LangChain - KodeKloud
• ✗LangChain- Develop AI Agents with LangChain & LangGraph - Udemy
• ✗Associate AI Engineer for Data Scientists

✗ ML Basics

Understand core ML concepts: regression, classification, overfitting, metrics.

• ✗Intro to Machine Learning - Kaggle
• ✗Intermediate Machine Learning - Kaggle
• ✗Machine Learning Engineer - Datacamp
• ✗Machine Learning Scientist in Python - Datacamp
• ✗PyTorch - Kodeklaud

✗ Biology

Basic understanding of molecular biology, DNA/RNA, and proteins.

• ✗Khan Academy – Biology

✓ Git & GitHub Basics

Version control and collaboration using Git and GitHub.

• ✓Git Handbook

✓ Linux / CLI Basics

Basic command-line and shell scripting skills for bioinformatics pipelines.

• ✓LinuxCommand.org

✗ Molecular Biology

Understand DNA, RNA, proteins, and gene expression.

• ✗Molecular Biology and Biotechnology Principles - Udemy

✗ Protein Structure

Learn how proteins fold and function in 3D space.

• ✗Learn Bioinformatics From Scratch (Theory & Practical) - Udemy

✗ Tools & Pipelines

Familiarity with bioinformatics tools like BLAST, FASTA, and sequence alignment

• ✗Coursera – Genomic Data Science Specialization (Johns Hopkins University)
• ✗Biopython - Udemy