Agentic AI Coding

🔰 Complete A.I. & Machine Learning, Data Science Bootcamp 🌟 4.6 - 29980 votes 💰 Original Price: $64.99

📖 Learn Data Science, Data Analysis, Machine Learning (Artificial Intelligence) and Python with Tensorflow, Pandas & more!

🔊 Taught By: Andrei Neagoie, Daniel Bourke 📤 Download Full Course 📤 Download All Courses

🔅 Deep Learning: Model Optimization and Tuning 📝 Learn about various optimization and tuning options available for deep learning models and use them to improve models. 🌐 Author: Kumaran Ponnambalam 🔰 Level: Advanced ⏰ Duration: 55m 📋 Topics: Deep Learning, Artificial Intelligence 🔗 Join Artificial intelligence for more courses

Text classification takes a sentence and uses a language model to predict its category, like positive or negative sentiment. The process involves comparing predictions to actual labels, calculating loss, and backpropagating gradients to improve accuracy over time. Only the first hidden state is used for classification, making the model efficient while maintaining accuracy. Explore how input data flows through the model, from tokenizing words to computing the final prediction. This setup is at the heart of applications like sentiment analysis and spam detection!

👨‍💻LocalAI 🛠 The free, Open Source alternative to OpenAI, Claude and others. 🔰Self-hosted and local-first. 🔰Drop-in replacement for OpenAI, running on consumer-grade hardware. 🔰No GPU required. 🔰Runs gguf, transformers, diffusers and many more models architectures. ⚙️Features: 🔹Generate Text, Audio, Video, Images, Voice Cloning, Distributed, P2P inference 🔗Links: https://github.com/mudler/LocalAI 🌐Web: https://localai.io/