It seems that your browser is not supported by our application.

Introduction to Transfer Learning

Project: Building a Pokemon Classifier Using Transfer Learning

11 Lessons

Go hands-on with building a Pokemon classifier using transfer learning and ResNet50.

Transfer Learning in Vision

How to use Transfer Learning?

Rule of Thumb in Transfer Learning

Use a Pre-trained Model

Introduction to Markov Chains

Project: Text Generation Using Markov Chains

7 Lessons

Apply your skills to build a text generator using Markov chains for dynamic text creation.

Introduction to Word Embedding

Word Embedding: Two Mini Projects

8 Lessons

Take a closer look at word embeddings, advanced NLP techniques, and practical mini projects.

Word2vec

Gensim's Word2vec: Hands-On

First Mini Project

Second Mini Project

Introduction to Recurrent Neural Networks

Project: IMDB Reviews Sentiment Analysis

11 Lessons

Follow the process of building an RNN for IMDB sentiment analysis, covering architectures, LSTMs, embedding layers, model training, and assignments.

Types of RNN Architectures

Forward and Backward Propagation in RNNs

Long Short Term Memory Networks (LSTM)

Embedding Layer: Word Representation

Project: Deciphering Text Using Character-Level RNNs

3 Lessons

Master the steps to build, train, and evaluate a character-level RNN model for text decryption.

Project: Emoji Predictor Using Transfer Learning in NLP

3 Lessons

Try out building an emoji predictor using GloVe, LSTMs, and transfer learning.

Text Summarization with Transformers

Final Exam

1 Lessons

Look at all concepts in the final exam to verify your comprehension.

Take the Exam!

10.

Where to Go Next?

2 Lessons

Break apart project ideas and next steps for advancing deep learning and NLP skills.

Course Author

Project

Text Summarization with Transformers

Learn to summarize text using the BART transformer model, focusing on pre-training techniques and evaluation methods.

intermediate

Create a Knowledge Graph from Text

Project

Project

Create a Knowledge Graph from Text

Learn to create a knowledge graph from text using NLP, NetworkX, and pyvis for efficient information retrieval.

intermediate

Trusted by 2.6 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Recommended before starting this course

Course

Applied Machine Learning: Industry Case Study with TensorFlow

Gain insights into predicting retail sales with TensorFlow. Delve into data analysis, training models, and extracting insights using industry techniques. Explore efficient model evaluation with experts from top tech companies.

intermediate

3 hours

Course

A Beginner's Guide to Deep Learning

Discover fundamental deep learning concepts, master coding models using NumPy and Keras, and test your knowledge with quizzes and coding challenges. Gain insights into effective deep learning techniques.

beginner

20 hours

Course

Introduction to Deep Learning & Neural Networks

Gain insights into basic and intermediate deep learning concepts, including CNNs, RNNs, GANs, and transformers. Delve into fundamental architectures to enhance your machine learning model training skills.

intermediate

4 hours 30 mins

Course

Machine Learning with NumPy, pandas, scikit-learn, and More

Delve into practical machine learning with NumPy, pandas, scikit-learn, and more. Gain insights into data analysis, feature engineering, and deep learning using industry-standard frameworks. Basic Python required.

intermediate

15 hours

Applied Machine Learning: Industry Case Study with TensorFlow

3 hour

A Beginner's Guide to Deep Learning

beginner

20 hour

Introduction to Deep Learning & Neural Networks

4 hour 30 min

Machine Learning with NumPy, pandas, scikit-learn, and More

15 hour

Related Courses and Skill Paths

Course

Data Science Interview Handbook

The ultimate guide to data science interviews. Developed by FAANG engineers, it covers Python, algorithms, ML concepts, and interview questions. Get interview-ready in just a few hours.

intermediate

9 hours

Course

Machine Learning System Design

Gain insights into ML system design, state-of-the-art techniques, and best practices for scalable production. Learn from top researchers and stand out in your next ML interview.

intermediate

1 hour 30 mins

Course

Grokking the Machine Learning Interview

Your proven path to success in Machine Learning Interviews – developed by FAANG engineers. Unlock ML loops at top companies with a System Design approach.

intermediate

15 hours

Course

Hands-on Machine Learning with Scikit-Learn

Gain insights into Scikit-Learn's datasets, feature engineering, linear/logistic regression, and unsupervised learning. Delve into k-means clustering and neural networks to enhance your machine learning expertise.

intermediate

5 hours

Data Science Interview Handbook

9 hour

Machine Learning System Design

1 hour 30 min