Skip to content

This repository contains notebooks, scripts, and assets for Udacity and Bertelsmann's DL Nanodegree Scholarship.

License

Notifications You must be signed in to change notification settings

lbleal1/Deep-Learning-Nanodegree

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

22 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Deep Learning Nanodegree

After the 3.5 months spent for Phase 1 which is a Challenge Course for the AI Track, the most awaited announcements of candidates continuing to phase 2 has arrived. This is a huge thanks to Udacity and Bertelsmann for giving me another opportunity to continue learning AI, specifically Deep Learning.

Scholarship Email

Along with the announcements of scholarships came our awards from Phase 1 via Palak Sidani of Udacity. You Rock Cert You Rock Photo

Finished the Nanodegree last August 5, 2020! Cert

Core Curriculum

✔️ Part 1: Introduction to Deep Learning

  • Lesson 1: Welcome to the Deep Learning Nanodegree Program
  • Lesson 2: Anaconda
  • Lesson 3: Applying Deep Learning
  • Lesson 4: Jupyter Notebooks
  • Lesson 5: Matrix Math and NumPy Refresher

✔️ Part 2: Neural Networks

  • Lesson 1: Introduction to Neural Networks
  • Lesson 2: Implementing Gradient Descent
  • Lesson 3: Training Neural Networks
  • Lesson 4: GPU Workspaces Demo
  • Project: Predicting Bike-Sharing Patterns
  • Lesson 6: Sentiment Analysis
  • Lesson 7: Deep Learning with PyTorch

✔️ Part 3: Convolutional Neural Networks

  • Lesson 1: Convolutional Neural Network
  • Lesson 2: Cloud Computing
  • Lesson 3: Transfer Learning
  • Lesson 4: Weight Initialization
  • Lesson 5: Autoencoders
  • Lesson 6: Style Transfer
  • Project: Dog-Breed Classifier
  • Lesson 7: Deep Learning in Cancer Detection

✔️ Part 4: Recurrent Neural Networks

  • Lesson 1: Recurrent Neuralnetworks
  • Lesson 2: Long Short-Term Memory Networks (LSTMs)
  • Lesson 3: Implementation of RNN and LSTM
  • Lesson 4: Hyperparameters
  • Lesson 5: Embeddings & Word2Vec
  • Lesson 6: Sentiment Prediction RNN
  • Project: Generate TV Scripts
  • Lesson 7: Attention

✔️ Part 5: Generative Adversarial Networks

  • Lesson 1: Generative Adversarial Networks
  • Lesson 2: Deep Convolutional GANs
  • Lesson 3: Pix2Pix & CycleGAN
  • Lesson 4: Implementing a CycleGAN
  • Project: Generate Faces

✔️ Part 6: Deploying a Model

  • Lesson 1: Introduction to Deployment
  • Lesson 2: Building a Model using SageMaker
  • Lesson 3: Deploying and Using a Model
  • Lesson 4: Hyperparameter Tuning
  • Project: Deploying a Sentiment Analysis Model

About

This repository contains notebooks, scripts, and assets for Udacity and Bertelsmann's DL Nanodegree Scholarship.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published