Channel: Siraj Raval

Category: Education

Tags: audio generationchatbotpythonsirajdeepfakesnatural language processingaistate of the artgooglelanguage modelmachine learningtext generationartificial intelligencemeenagpt-2deep learningopenainlpvideo generationsiraj ravaltext to speechprogramming

Description: Google just released a paper describing a chatbot titled "Meena", and they claimed that it's the most human-like chatbot ever created. That's a big claim! They demonstrated several conversations across a wide variety of topics in which Meena was able to skillfully joke, argue, and question a human in a realistic way. In this episode, we'll analyze Meena's architecture by comparing it to the previous generations of chatbots, then build our own 'DeepFake' chatbot using state of the art tools for text, audio, and video generation. I'm using the increasingly popular term DeepFake here because deep learning will increasingly be used to mimic/fake human personalities. These free, public tools are becoming incredibly powerful, and I hope this gives you a sense of what you can build today with modern language models. Enjoy! Subscribe for more educational videos! It means a lot to me. TWITTER: bit.ly/2OHYLbB WEBSITE: bit.ly/2OoVPQF INSTAGRAM: bit.ly/312pLUb FACEBOOK: bit.ly/2OqOhx1 Transformers Library: github.com/huggingface/transformers Text Generator Colab: colab.research.google.com/drive/1VLG8e7YSEwypxU-noRNhsv5dW4NfTGce Voice Cloning Library: github.com/CorentinJ/Real-Time-Voice-Cloning Voice Cloning Colab: colab.research.google.com/github/ak9250/Real-Time-Voice-Cloning/blob/master/Real_Time_Voice_Cloning.ipynb ObamaNet: github.com/dfblue/obamanet Presidential speeches dataset: github.com/kfogel/presidential-speeches Eliza: github.com/codeanticode/eliza Megatron: github.com/NVIDIA/Megatron-LM Meena blog post: ai.googleblog.com/2020/01/towards-conversational-agent-that-can.html Karpathy's blog post: karpathy.github.io/2015/05/21/rnn-effectiveness Are you a total beginner to machine learning? Watch this: youtube.com/watch?v=Cr6VqTRO1v0 Learn Python: youtube.com/watch?v=T5pRlIbr6gg language modeling blog: analyticsvidhya.com/blog/2019/08/comprehensive-guide-language-model-nlp-python-code Hit the Join button above to sign up to become a member of my channel for access to exclusive live streams! Signup for my newsletter for exciting updates in the field of AI: goo.gl/FZzJ5w Credits: Python tools: DFBlue, Max Woolf, Google, kfogel, Jay Alammar, CorentinJ, HuggingFace non-meme image assets are from Google Image Search And please support me on Patreon: patreon.com/user?u=3191693