How to learn AI/ML in 2026 — the free resources guide for DFW people

I went from knowing nothing about AI to landing a junior ML engineering role at a DFW company in 14 months. All using free resources. Here is the exact path.

Phase 1: Foundations (Month 1-3)

• 3Blue1Brown Neural Networks series (YouTube) — Best visual explanation of how neural networks work. 4 videos, watch them twice.
• fast.ai Practical Deep Learning (course.fast.ai) — Free course. Top-down approach — you build things first, then learn the theory. This is the single best starting point.
• Khan Academy linear algebra and calculus — You do not need a math degree. You need to understand matrices, derivatives, and gradient descent at a conceptual level.

Phase 2: Hands-On (Month 4-8)

• Kaggle (kaggle.com) — Free datasets, competitions, and notebooks. Start with the Titanic competition. Then do 5 more beginner competitions.
• Hugging Face courses (huggingface.co/learn) — Free NLP and transformer courses. This is where the industry is. Understanding transformers is non-negotiable.
• Google Machine Learning Crash Course (developers.google.com/machine-learning) — Free. Solid fundamentals with TensorFlow.

Phase 3: Building (Month 9-12)

• Build 3 portfolio projects. Not Kaggle notebooks — actual deployed applications.
  • I built a sentiment analysis tool for DFW restaurant reviews
  • A real estate price predictor using Zillow data for DFW zip codes
  • A resume keyword optimizer using NLP
• Deploy them on Hugging Face Spaces or Streamlit Cloud (both free)

Phase 4: Job Hunting (Month 12-14)

• Updated LinkedIn with projects and the fast.ai certification
• Applied to 80+ jobs. Got 6 interviews. Landed 1 offer.
• The offer was from a DFW healthcare company that valued practical projects over pedigree.

DFW-specific resources:

• DFW AI Meetup (meetup.com) — Monthly meetups, usually at Capital One or Toyota campus. Free.
• UTD AI Club — Open to non-students for events. Great networking.
• DFW Data Science Slack — Active community, job postings, mentorship.

What you do NOT need:

• A master's degree (helpful but not required for junior roles)
• A $2,000 bootcamp (all the material is free)
• To know everything before applying (you will learn 80% on the job)

Sources:

• All resources linked above are free
• Personal experience and job search, 2024-2025