The #1 Secret: Consistency

1. Python: NumPy, Pandas, Matplotlib
2. Math Basics: Linear algebra, probability, statistics
3. Machine Learning: scikit-learn, supervised and unsupervised
4. Deep Learning: PyTorch or TensorFlow, CNN, RNN, Transformers
5. Generative AI: LLMs, prompt engineering, RAG, AI Agents

Consistency for 6 months can completely change your career. Not genius. Not perfect resources. Just showing up every single day and building. One hour a day for 6 months = 180 hours of deliberate practice.

Recommended Daily Schedule

1 hour: Python or AI practice (LeetCode, HackerRank, Kaggle)
1 hour: Project building -- this is where the real learning happens
1 hour: Learning new concepts (YouTube, Coursera, documentation)
30 min: LinkedIn and GitHub updates -- share your progress publicly
30 min: Revision -- review yesterday's notes and code

Best Free Learning Resources

Practice: LeetCode, HackerRank, GeeksforGeeks, CodeChef
AI/ML: Kaggle courses, Coursera (audit free), freeCodeCamp, Hugging Face tutorials
YouTube topics in order: Python for Beginners -> Machine Learning Projects -> TensorFlow Tutorial -> PyTorch Tutorial -> LangChain Tutorial -> Generative AI Tutorial -> AI Agent Tutorial
Free compute: Google Colab (free T4 GPU), Kaggle Notebooks (free GPU/TPU)

7 Final Tips

Start small -- one concept at a time, master it, then move on
Build consistently -- even 1 hour per day compounds massively over 6 months
Focus on projects -- they prove your skills better than any certificate
Avoid tutorial hell -- code along once, then rebuild from scratch
Learn publicly -- share on LinkedIn and GitHub, get feedback
Stay consistent -- most people quit at month 2, be the one who does not
The best time to start was yesterday. The next best time is NOW.

Become an AI Engineerin 6 Months

Become an AI Engineer
in 6 Months