unpackAI / Ai101

A program for non-coders to get started with machine learning development. The course contains flexible and powerful ML pipelines for computer vision, tabular, recommender systems and NLP problems
MIT License
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Ai101: Apply AI in Any Industry.

It's a 5-week learning program to get a practical overview of AI & Machine Learning & build a skillset and confidence to start off AI Lighthouse Projects & AI Innovation.

The program contains flexible yet powerful💪 ML pipelines in:

👁computer vision

📊predictive analytics

🎯recommender systems

🎤natural language processing (NLP)

Watch the course introduction video👇

Each week revolves around an intuitive ML workflow that sets up the framework for ML systems development:

1️⃣ Understanding a business problem and translating it into ML Task (e.g image recognition, text classificaion, regression etc)

2️⃣ Collecting or loading dataset, understanding data, exploratory data analysis

3️⃣ Data preprocessing and data transformations

4️⃣ ML model training and evaluation

5️⃣ Model predictions and deployment

The tools⚔ and Python libaries:

  1. fast.ai for image recognition and collaborative filtering
  2. unpackai for data handling and code simplification
  3. pandas for data loading and underpinning a data manipulation of any structured data
  4. Pandas Profiling and AutoViz for automatic exploratory data analyis
  5. PyCaret for tabular data preprocessing and model traininig using AutoML approach
  6. Hugging Face for NLP Problems

Become AI Professional in 30 Days🚀

Join Bootcamp Program to increase your chance to become AI Professional by whopping 778%. That's the difference between a self-learning pace and cohort-based with a support of professinal unpackAI mentors and community of data-driven & like-minded professionals.

About unpackAI

unpack is a collective of tech learning communities in AI, Blockchain, Python and more.