Introduction to Deep Learning
This Deep Learning Training equips junior data scientists with the skills to implement deep learning solutions for image data, text classification, and time-series predictive modeling. Learn to use TensorFlow for computer vision (CV), natural language processing (NLP), and explore Large Language Models (LLMs). Ideal for onboarding new data scientists or as a data science reference resource.
Updated July 2024
38Skills
244Videos
33h 50mTotal
244 videos
Who This Course Is For
This deep learning training is considered associate-level data science training, which means it was designed for data scientists who have a basic understanding of Python programming and machine learning concepts, including supervised and unsupervised learning.
Course Curriculum
- Premium skill.Explore Deep Learning Foundational Concepts44m
- Premium skill.Set Up a Deep Learning Development Environment52m
- Premium skill.Explore Computer Vision Foundational Concepts50m
- Premium skill.Examine TensorFlow Convolutional Neural Networks1h 2m
- Premium skill.Build a Computer Vision Model with TensorFlow1h 10m
- Premium skill.Compare Deep and Convolutional Neural Networks1h 8m
- Premium skill.Ingest Real-world Image Data with TensorFlow50m
- Premium skill.Improve CNN Model Performance with TensorFlow1h 2m
- Premium skill.Visualize to Avoid CNN Overfitting with TensorFlow55m
- Premium skill.Build a Multi-Class CNN Classifier with TensorFlow1h 4m
- Premium skill.Write an Algorithm to Classify Dog or Cat Images52m
- Premium skill.Explore Transfer Learning with TensorFlow53m
- Premium skill.Leverage Various Callbacks for Transfer Learning51m
- Premium skill.Reuse Pre-Trained TensorFlow Hub Models of Kaggle53m
- Premium skill.Build TensorFlow Hub Feature Extraction Models54m
- Premium skill.Compare ResNet and EfficientNet Pre-Trained Models52m
- Premium skill.Implement Fine-Tuning with TensorFlow Hub Models1h
- Premium skill.Fine-Tune TensorFlow Hub Models on Large Datasets1h 9m
- Premium skill.Learn Natural Language Processing with TensorFlow50m
- Premium skill.Train Machines to Read with Token Sequences & More50m
- Premium skill.Build an Enhanced Vocabulary with News Headlines48m
- Premium skill.Apply Sentiment Insights with Text Embeddings51m
- Premium skill.Analyze Sentiments in Vector Spaces and Embeddings58m
- Premium skill.Apply Real-World Sentiment Analysis with Yelp Data57m
- Premium skill.Transition from Tokenization to Sequence Models1h
- Premium skill.Apply TensorFlow NLP to Classify Disaster Tweets45m
- Premium skill.Optimize TensorFlow NLP Disaster Binary Classifier50m
- Premium skill.Submit Your Tweet Classifier Into a Kaggle Contest57m
- Premium skill.Transition from SimpleRNN to Bidirectional LSTM51m
- Premium skill.Compare LSTM, GRU, and Convolutional LSTM Networks45m
- Premium skill.Move from LSTM to Fine-Tune TensorFlow Hub Models46m
- Premium skill.Explore Generative Text Sequence Models in NLP51m
- Premium skill.Generate Text with Recurrent Neural Networks(RNNs)50m
- Premium skill.Explore Types of Time Series and Temporal Patterns47m
- Premium skill.Time Series Forecasting with Deep Neural Networks50m
- Premium skill.Explore Time Series with Recurrent Neural Networks48m
- Premium skill.Explore Time Series with DNN, RNN, and LSTM46m
- Premium skill.Build a DNN, LSTM, and CNN Sunspot Forecast Model50m
Platform Features
- Expert trainers, not crowd-sourced
- Team reporting & compliance tracking
- Trainerbot in Slack & Mobile
- SSO / SAML integration