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An Easy Introduction to AI and Deep Learning
You, This Course and Us
You, This Course and Us
Source Code and PDFs
Datasets for all Labs
Installation
Install TensorFlow
Install Jupyter Notebook
Running on the GCP vs. Running on your local machine
Lab: Setting Up A GCP Account
Lab: Using The Cloud Shell
Datalab ~ Jupyter
Lab: Creating And Working On A Datalab Instance
TensorFlow and Machine Learning
Introducing Machine Learning
Representation Learning
Neural Networks Introduced
Introducing TensorFlow
Running on the GCP vs. Running on your local machine
Lab: Simple Math Operations
Computation Graph
Tensors
Lab: Tensors
Linear Regression Intro
Placeholders and Variables
Lab: Placeholders
Lab: Variables
Lab: Linear Regression with Made-up Data
Quiz 1: TensorFlow Basics
Working with Images
Image Processing
Images As Tensors
Lab: Reading and Working with Images
Lab: Image Transformations
Quiz 2: Images
K-Nearest-Neighbors with TensorFlow
Introducing MNIST
K-Nearest Neigbors as Unsupervised Learning
One-hot Notation and L1 Distance
Steps in the K-Nearest-Neighbors Implementation
Lab: K-Nearest-Neighbors
Quiz 3: MNIST with K-Nearest Neighbors
Linear Regression with a Single Neuron
Learning Algorithm
Individual Neuron
Learning Regression
Learning XOR
XOR Trained
Linear Regression in TensorFlow
Lab: Access Data from Yahoo Finance
Non TensorFlow Regression
Lab: Linear Regression - Setting Up a Baseline
Gradient Descent
Lab: Linear Regression
Lab: Multiple Regression in TensorFlow
Quiz 4: Linear Regression
Logistic Regression in TensorFlow
Logistic Regression Introduced
Linear Classification
Lab: Logistic Regression - Setting Up a Baseline
Logit
Softmax
Argmax
Lab: Logistic Regression
Quiz 5: Logistic Regression
The Estimator API
Estimators
Lab: Linear Regression using Estimators
Lab: Logistic Regression using Estimators
Quiz 6: Estimators
Neural Networks and Deep Learning
Traditional Machine Learning
Deep Learning
Operation of a Single Neuron
The Activation Function
Training a Neural Network: Back Propagation
Lab: Automobile Price Prediction - Exploring the Dataset
Lab: Automobile Price Prediction - Using TensorFlow for Prediction
Hyperparameters
Vanishing and Exploding Gradients
The Bias-Variance Trade-off
Preventing Overfitting
Lab: Iris Flower Classification
Quiz 7: Neural Networks and Deep Learning
Vanishing and Exploding Gradients
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