Exploring AI and Machine Learning with Python: Insights & Challenges
Lately, I’ve been diving deeper into the world of AI and Machine Learning, and I wanted to share some of the exciting discoveries (and challenges) along the way!
Constraint Algorithms & Weather Prediction
One area that really sparked my interest is constraint algorithms—specifically Arc Constraints and Hidden Markov Models (HMM). These models have a huge range of applications, but I was particularly amazed by how they can be used to predict weather patterns! It’s fascinating to see how statistical models can help make predictions about something as complex as the weather.
Arc Constraints help reduce search space in optimisation problems by enforcing certain rules between variables.
Hidden Markov Models (HMM) are used to predict sequences over time—think weather forecasting, speech recognition, and even stock market trends.
Large Language Models (LLMs) & Open-Source AI
On the LLM front, I’ve been exploring Llama, Meta’s open-source language model, and it’s been a real eye-opener. Thanks to Andrej Karpathy’s YouTube videos, I’m learning more about how these models are trained and how they can be applied to everything from chatbots to content generation. The potential here is huge, and I’m excited to see how LLMs continue to evolve!
Fine-Tuning Llama 3.2: The Struggles Are Real
Speaking of Llama, I’ve been working on fine-tuning Llama 3.2, and, let’s just say, it’s been a bit of a rollercoaster. While the model is promising, getting it to generate more accurate, context-aware responses has been a challenge. If anyone has worked with Llama and has tips or insights on fine-tuning, I’d love to hear your thoughts!
I’m really excited to keep exploring AI, Python, and machine learning. If you’re on a similar journey, let’s connect and share ideas. And feel free to follow along as I continue to dig into these fascinating topics!
Andrej Karpathy about LLMs: https://www.youtube.com/watch?v=zjkBMFhNj_g
#AI #MachineLearning #Python #Llama #LLMs #Chatbots #WeatherPrediction