TensorFlow Courses and Certifications

TensorFlow

Advances in Machine Learning and TensorFlow - Google I/O '18

Explore cutting-edge machine learning applications in robotics, astronomy, and art through short presentations by top TensorFlow researchers at Google I/O '18.

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

TensorFlow

TensorFlow and Deep Reinforcement Learning, Without a PhD - Google I/O '18

Learn to implement deep reinforcement learning with TensorFlow, teaching a neural network to play Pong using only pixel data. No prior expertise required.

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

Hardware.ai

Wio Terminal TinyML Weather Prediction with TensorFlow Lite and LVGL GUI - Course 4

Create an intelligent meteostation using Wio Terminal and TensorFlow Lite for Microcontrollers to predict weather and precipitation based on local environmental sensor data, with LVGL GUI integration.

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

tinyML

On-Device Speech Models Optimization and Deployment for Mobile Hardware

Explore on-device speech model optimization and deployment, covering streaming-aware design, quantization techniques, and benchmarks for popular speech processing model topologies on mobile platforms.

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

Valerio Velardo - The Sound of AI

Implementing a Neural Network for Music Genre Classification

Implement a music genre classifier using TensorFlow and MFCC features. Learn key deep learning concepts like binary/multiclass classification, ReLUs, batching, and overfitting while building the neural network.

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

Valerio Velardo - The Sound of AI

How to Implement a Simple Neural Network With TensorFlow 2

Learn to implement a simple neural network using TensorFlow 2 and Keras for arithmetic sum, covering model building, training, testing, evaluation, and prediction.

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

Valerio Velardo - The Sound of AI

How to Implement a CNN for Music Genre Classification

Implement a CNN for music genre classification using TensorFlow. Learn cross-validation, inference, and practical application with code examples and step-by-step guidance.

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

Keith Galli

Introduction to Neural Networks in Python - Tensorflow-Keras

Learn neural network basics, architecture, hyperparameters, and implementation in Python using TensorFlow/Keras. Includes hands-on coding examples for various classification tasks, from simple to complex datasets.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Jeff Heaton

Deep Learning Cross Validation for TensorFlow and Keras

Learn to implement cross-validation techniques for deep learning models using TensorFlow and Keras, enhancing model evaluation and performance in regression and classification tasks.

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

Jeff Heaton

Introduction to TensorFlow and Keras with Anaconda Python

Learn to build neural networks using TensorFlow and Keras for classification and regression tasks. Covers key concepts, data handling, model creation, training, and evaluation.

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

Eran Feit

How to Classify Natural Scenes Using Tensorflow, Python, and CNN

Learn to classify natural scenes using TensorFlow and CNN. Build, train, and test a model for image classification with Python, covering dataset preparation, model creation, and prediction.

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

Eran Feit

Deep Learning in Weather Images - Using TensorFlow and CNN

Learn to build a CNN model using TensorFlow and Keras to predict weather scenes from images. Covers dataset preparation, model creation, training, and testing.

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

Jeff Heaton

Installing Miniforge and Anaconda/Miniconda Side-by-Side on Mac M1 Monterey

Learn to install and run Anaconda and Miniforge simultaneously on Mac M1, including TensorFlow and Keras setup, with step-by-step guidance and troubleshooting tips.

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

Jeff Heaton

TensorFlow 2.0 GPU, Keras, and Python 3.7 Installation Guide for Windows 10 - 2020 Update

Comprehensive guide for setting up TensorFlow 2.0 with GPU support on Windows 10, covering installation of necessary drivers, CUDA, cuDNN, and Anaconda environment configuration.

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

Databricks

Quick to Production: Integrating Spark and TensorFlow for Efficient MLOps

Learn to quickly deploy deep learning models using Spark and TensorFlow, simplifying MLOps for data scientists. Explore distributed computing, feature engineering, and leveraging TensorFlow ecosystem libraries for efficient model production.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video