One of the most active areas of research in the field of Artificial Intelligence is Language Modeling. From AI assistants like Google Assistant, Siri or Alexa, to machine translation and text generation, this field is filled filled with innovation and opportunities. Language Modeling is powered by Recurrent Neural Networks (RNNs), and this course will not only teach you to understand what they are and why they are so efficient, but to two of the most popular types of models – Generative and Discriminative.
You’ll learn all about:
- Embeddings (including bag of words, one hot encoders, and tuning your Vocabulary size)
- Using Sampling to generate text
- Training your RNNs using Backpropagation through time (BPTT) to write code that generates code
- Problems with Vanilla RNNs (Vanishing Gradient and Exploding Gradient)
- Solving the Vanishing Gradient Problem using Long Short Term Memory Cells (LSTM)
- Gated Recurrent Units (GRU) – the pros and cons versus the LSTM Cell
Once you’ve mastered these concepts, you will go on to build two RNNs – you’ll begin with one which classifies Movie Reviews for you, before creating your own Text Generator RNN, which – if you train it with enough data – will even write code for you!
WHO CAN TAKE THESE COURSES?
We start with the absolute basics and go through everything step-by-step – so even if you have zero experience in programming, you’ll be able to easily follow along.
More experienced? Whether you’re wanting to brush up, expand your skills, or learn a new technology, our courses are structured in a way that makes it easy to skip ahead to the lessons that are relevant and interesting to you.
REINFORCE YOUR LEARNING
Zenva’s courses feature quick challenges that will speed up your learning.
Access live coding lessons where you can practice coding right in your browser, and instantly see the results of any changes you make to the code:
Reinforce key concepts with in-course quizzes, which appear throughout courses:
COURSES BY THE WORLD’S BEST
Our course instructors aren’t just fun to learn from – they’re also industry practitioners, and have been formally certified for their excellent programming and teaching skills. That way, you can be confident that you’re developing strong, modern skills that will set you up for success as a developer.
YOUR COURSES, YOUR WAY
Learn with project-based courses that are designed to be flexible – access them 24/7, fit them around your schedule, and choose the learning materials that suit you best.
With an online platform optimized for all modern devices, you can even learn on the go!
✅ Watch video lessons
✅ Download course printouts
✅ Explore interactive lessons
✅ Practice with source code
✅ Build real projects
✅ Earn completion certificates
ACHIEVE REAL RESULTS
Our community of 1,000,000+ learners and developers have used the skills learned with us to publish their own games and websites, land their dream jobs, and even start their own businesses – and you have the potential to do the same!
Check out what our learners think below:
⭐⭐⭐⭐⭐
MIHIR PATEL
I love the lectures, concise course objectives, and how they not only teach you enough to get started, but prepare you for the advanced stuff later down the road.
⭐⭐⭐⭐⭐
MONICA MANCUSI
With Zenva, I started learning a more accurate way to approach problems and develop solutions. It’s full of interesting topics that I love to learn in conjunction with my work.
⭐⭐⭐⭐⭐
CRAIG BICKFORD
I chose Zenva because of the large selection of topics and the fact that I can choose what courses I want to take whenever I want to take them. That level of freedom is unique to Zenva.
⭐⭐⭐⭐⭐
ANDREA CARDENAS-ROEDER
The Unity courses at Zenva helped me achieve a level of comfort with game development that I didn’t think was possible. They give you the confidence to expand your skills, and were so easy to understand.
