Toxicity Monitoring: Assurance of Community Health
Explore NLP-based toxicity detection for community management, including implementation, long-term value calculation, and impact on open-source project reputation.
Why ChatGPT is Not Einstein and It Will Never Be
Explore the limitations of AI in innovation and the potential risks of overreliance, comparing ChatGPT's capabilities to Einstein's groundbreaking theories.
How to Win Friends and Influence LLMs with Prompt Engineering
Master prompt engineering techniques to optimize large language model outputs for text and code tasks.
Powered by AI: A Cambrian Explosion for C++ Software Development Tools
Explore AI-powered tools revolutionizing C++ development, including CWhy for decoding compiler errors and ChatDBG for enhanced debugging, presented by Emery Berger at CppCon 2023.
Putting an AI-Powered Data Analyst to the Test
Evaluate an AI-powered analyst prototype across beginner to advanced analytics queries, showcasing its capabilities in data analysis and interpretation.
Reimagining Recommendation Engines with OpenAI Function Calling, Langchain, and LLMs
Explore AI-powered travel recommendations using OpenAI, Langchain, and APIs. Learn to create personalized suggestions for ideal weather experiences and envision the future of AI assistants in service industries.
Retrieval Augmented Generation (RAG) for LLM-Powered Apps
Explore retrieval augmented generation (RAG) for enhancing LLM-powered applications, gaining insights into its importance and practical implementation.
Building Local AI Agents with LangGraph and Ollama
Explore building local AI agents using LangGraph and Ollama. Learn integration techniques, code implementation, and compare with vLLM. Gain insights on Ollama's effectiveness for agent development.
Building Your First Python LLM App - A Tutorial on Cloning and Customizing
Clone and adapt a prototype flight search app using OpenAI, Langchain, and live data to build your own LLM-powered application.
AI Agent - Open-Source Perplexity Alternative Using LangGraph and Advanced Prompt Engineering
Explore Jar3d, an open-source AI agent using LangGraph and advanced prompt engineering. Learn to build a Perplexity alternative with Llama 3.1 for research-intensive tasks and local operation.
Kube Mentor - A Custom GPT for Certified Kubernetes Administrator (CKA) Exam Preparation
Explore Kube Mentor, a custom GPT designed to help you prepare for and excel in the Certified Kubernetes Administrator exam. Learn how this tailored AI can enhance your study process.
WebAssembly on Kubernetes Using Spinkube and Rancher Desktop
Deploy Wasm workloads on Kubernetes using SpinKube and Rancher Desktop. Create a Spin app, run it locally, and leverage cloud GPUs for AI inference deployment on KillerCoda.
Learn ChatGPT with DevOps Applications
Explore ChatGPT's applications in DevOps, from Linux commands to Kubernetes code. Gain insights on leveraging AI for efficient development and automation while understanding its limitations.
Chat Fine-Tuning for LLMs - Instruction Format, Datasets, and Implementation
Master LLM instruction fine-tuning techniques, from understanding special tokens to implementing various prompt formats. Gain hands-on experience with datasets and Jupyter lab, culminating in practical chat fine-tuning results.
LLMs: Understanding Temperature and Context Length of GPT Models
Explore temperature and context length in GPT models to enhance LLM research. Learn how these parameters impact results and gain insights for more effective AI interactions.
Mistral Large vs GPT-4: Practical Benchmarking and LLM Evaluation
Explore practical benchmarking of Mistral Large vs GPT4. Compare performance, run custom evaluations, and gain insights into LLM capabilities for informed decision-making.
Llama - Scaling Up LLMs in an Open Ecosystem
Explore Llama's evolution, its impact on Generative AI, and learn how to leverage state-of-the-art performance using Ray-based platforms for building with open-source large language models.
Prompt Chaining with GPT-4o and Flowise AI Tutorial
Implement prompt chaining using GPT-4o and Flowise AI to enhance AI and LLM development skills.
Evaluating ChatGPT on 1,000 Math Word Problems
Explore ChatGPT's performance on 1,000 math word problems through in-depth experiments, revealing its capabilities and limitations in mathematical reasoning.
ChatGPT Math Problem Challenge - Predicting Performance on Mathematical Word Problems
Explore ChatGPT's performance on math word problems and learn how to predict its failures. Join the AI/ML community challenge to forecast ChatGPT's problem-solving abilities.
Diversity Measures: Domain-Independent Proxies for Failure in Language Model Queries
Explore domain-independent diversity measures to detect uncertainty in language model outputs, enhancing error detection and improving AI reliability.