Master the skills to get computers to understand, process, and manipulate human language. Build models on real data, and get hands-on experience with sentiment analysis, machine translation, and more.
MP4 | Video: AVC 1280×720 | Audio: AAC 44KHz 2ch | Duration: / Hours
Genre: eLearning | 2.2 GB | Language: English
What You Will Learn
Learn cutting-edge natural language processing techniques to process speech and analyze text. Build probabilistic and deep learning models, such as hidden Markov models and recurrent neural networks, to teach the computer to do tasks such as speech recognition, machine translation, and more!
This program requires experience with Python, statistics, machine learning, and deep learning.See detailed requirements.
- Introduction to Natural Language ProcessingLearn text processing fundamentals, including stemming and lemmatization. Explore machine learning methods in sentiment analysis. Build a speech tagging model.Part of Speech Tagging
- Computing with Natural LanguageLearn advanced techniques like word embeddings, deep learning attention, and more. Build a machine translation model using recurrent neural network architectures.Machine Translation
- Communicating with Natural LanguageLearn voice user interface techniques that turn speech into text and vice versa. Build a speech recognition model using deep neural networks.Speech Recognizer