Balderdash LSTM: A Python AI Game!

Join me as I dive into the fascinating world of words, board games, and artificial intelligence. Ever find yourself befuddled by obscure vocabulary during a game of Balderdash? Yeah, me too. But fear not, as I've enlisted the help of AI to up my game! In this video, I explore the quirky realm of Balderdash, a game of bluffing and wacky word definitions. My journey begins with a not-so-stellar performance, prompting me to turn to the power of AI for a much-needed boost. 🤖 Meet Long Short Term Memory (LSTM) models, the big siblings of Recurrent Neural Networks! Learn how these models operate and the unique features that make them perfect for our word-based adventure. We delve into the intricacies of forward and backward propagation, demystifying the complexity of LSTM models. But how does it all come together in an app? I walk you through the process, from collecting a curated list of humorous English words to training the LSTM model using a custom approach. We encounter challenges unique to handling language, like the non-linear representation of letters and the need for custom errors and derivatives. After a 2.5K training session, behold a model with a staggering 90% accuracy! But perfection isn't our goal – we embrace the 10% flaw, turning it into a unique feature. With a UI in place, we unveil our very own Balderdash game. Visit my website for a hands-on experience, and find the code on my GitHub – all conveniently linked in the comments and description below. Timestamps: 00:00 intro 00:18 what is balderdash? 00:46 balderdash ai game showcase 01:10 what is a LSTM 01:58 code: collecting data 02:12 code: LSTM highlights 02:28 code: tokenization 02:47 code: training AI 03:18 code: checking AI's results 03:45 code: beautifulsoup4 + web scraping 04:20 code: C.O.R.S. 04:47 code: solution to C.O.R.S. 05:00 conclusion Music: Mondo loops x May – Memoria (Kupla Master) Provided by Lofi Girl Watch: https://youtu.be/PEYwmxoMwck Listen: https://open.spotify.com/track/5A8ZaOpAFuvquukL75djZ9 #ai #python #machinelearning #lstm #pythontutorial #coding #codingtutorial #aitutorialforbeginners #aitutorial #aitutorials #pythontutorials #codingtutorials #balderdash #website #webapp #numpy #website #webapp #ml #chatgpt #games #game #pythonprojects