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Understanding AI Models

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What Will You Learn?

  • Understanding of AI Models with Foundation Models and how to Build an AI model.

Course Content

Step By Step – Understanding AI Models

  • Five Steps to Create a New AI Model
    06:55
  • How Large Language Models Work
    05:33
  • Why Are There So Many Foundation Models?
    05:13
  • What are Convolutional Neural Networks (CNNs)?
    06:20
  • What are GANs (Generative Adversarial Networks)?
    08:22
  • What are Transformers (Machine Learning Model)?
    05:50
  • What is LSTM (Long Short Term Memory)?
    08:18
  • What is NLP (Natural Language Processing)?
    09:37
  • NLP vs NLU vs NLG
    06:47
  • What is Random Forest?
    05:20
  • What are Autoencoders?
    04:59
  • What is a Knowledge Graph?
    05:35
  • What is Monte Carlo Simulation?
    04:34
  • Overfitting, Underfitting, and Bad Data Are Ruining Your Predictive Models
    06:48
  • Gradient Descent Explained
    07:04
  • What is an RBM (Restricted Boltzmann Machine)?
    06:05
  • Fluid vs. Crystallized Intelligence
    05:51
  • Edge AI vs. Distributed AI
    15:55
  • Use AI-Powered Automation to Accelerate Auto Claims Processing
    02:00
  • Supervised vs. Unsupervised Learning
    07:07
  • What is Time Series Analysis?
    07:28
  • What is MLOps?
    06:54
  • Large Language Models Are Zero Shot Reasoners
    07:46
  • What is Back Propagation
    07:59
  • Training AI Models with Federated Learning
    06:27
  • What is PyTorch? (Machine/Deep Learning)
    11:56
  • Scaling AI Model Training and Inferencing Efficiently with PyTorch
    18:28
  • How to Add AI to Your Apps Faster with Embedded AI
    07:35
  • Build a Large Language Model AI Chatbot using Retrieval Augmented Generation
    02:52
  • Open Source in Action with watsonx
    07:31
  • What are AI Agents?
    12:28
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