Deep Learning Courses and Certifications

Data Science Courses

Deep Learning: Introduction to Reinforcement Learning and Policy Iteration - Lecture 12

Dive into reinforcement learning fundamentals, exploring policy iteration, value iteration, Markov decision processes, and Monte Carlo estimation techniques for advanced AI applications.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Data Science Courses

Deep Learning: Transformers and Encoder-Decoder Architecture - Lecture 10

Dive into transformer architectures, exploring encoder-decoder mechanisms and positional embeddings for advanced deep learning applications.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Data Science Courses

Deep Learning: BERT and GPT Models - Lecture 11

Dive into the evolution and architecture of transformer models, exploring BERT, GPT series, and T5 to understand their impact on modern natural language processing.

• YouTube
• 55 minutes
• On-Demand
• Free Video

Data Science Courses

Attention Mechanism and Self-Attention in Deep Learning - Lecture 9

Dive into attention mechanisms and self-attention concepts in deep learning, exploring their revolutionary impact on NLP and discovering practical applications in sequence models.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

LatLongCoder

Geospatial Deep Learning in ArcGIS Pro with ChatGPT and Faster R-CNN

Master deep learning techniques for geospatial analysis using ArcGIS Pro, integrating ChatGPT and Faster R-CNN for advanced object detection and GIS applications.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Neural Breakdown with AVB

Understanding Neural Attention in Deep Learning - From Basics to Transformers

Discover how neural attention mechanisms revolutionize AI through visual examples, from basic recommendation systems to advanced transformer architectures and machine translation applications.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Neural Breakdown with AVB

Four Famous Deep Reinforcement Learning Projects - From Atari to Dactyl

Explore groundbreaking achievements in Deep Reinforcement Learning through four landmark projects: Atari DQN, AlphaGo, DeepMimic, and Dactyl, showcasing AI's evolution in gaming and robotics.

• YouTube
• 13 minutes
• On-Demand
• Free Video

MLCon | Machine Learning Conference

Deep Learning - The Final Frontier for Time Series Analysis

Explore deep learning's potential in time series analysis, covering classification, prediction, and anomaly detection. Learn how neural networks can revolutionize processing of sequential data across various domains.

• YouTube
• 48 minutes
• On-Demand
• Conference Talk

MLCon | Machine Learning Conference

Honey Bee Conservation Using Deep Learning

Explore DeepBee: an innovative tool using deep learning for automatic honeybee colony assessment, streamlining the process of counting and classifying comb cells for beekeepers.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

MLCon | Machine Learning Conference

Coding Deep Learning

Explore deep learning fundamentals, including matrix algebra and calculus, and get practical tips for using frameworks like Keras, PyTorch, and TensorFlow in this informative session.

• YouTube
• 59 minutes
• On-Demand
• Conference Talk

AI Bites

Quantization in Deep Learning: Types, Algorithms, and Implementation

Explore quantization techniques in deep learning, from uniform to non-uniform approaches, and learn practical implementation strategies for optimizing large-scale neural networks.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Discover AI

FLAX Neural Network Library: Introduction to Deep Learning with JAX

Discover FLAX, a powerful neural network library built on JAX, through hands-on coding examples and learn essential concepts for building and training neural networks efficiently.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Neural Breakdown with AVB

PyTorch Tutorial - 7 Essential Concepts for Deep Learning

Master PyTorch fundamentals through 7 key concepts covering tensors, automatic differentiation, neural networks, and advanced architectures like CNNs and transformers.

• YouTube
• 43 minutes
• On-Demand
• Free Video

UofU Data Science

Local Explanations for Deep Learning Models - Fall 2023

Explore advanced techniques for interpreting deep learning models through local explanations, covering gradient-based attribution, uncertainty estimation, and human-AI trust.

• YouTube
• 17 hours 58 minutes
• On-Demand
• Free Video

Tom Rocks Maths

How AI Learns - A Deep Conversation with Reinforcement Learning and AlphaGo

Discover how AI masters complex games through reinforcement learning in this interview with ACM Prize winner David Silver, exploring AlphaGo's breakthroughs and AI's future.

• YouTube
• 30 minutes
• On-Demand
• Free Video