Tutorials
34 articles in this category (Page 1 of 2)
Building Repository-Level Code Intelligence with Repowise and Graph Analysis
Repowise enables deep repository intelligence through graph-based PageRank analysis and dead-code detection, offering a structured approach to mapping dependencies and architectural decisions for LLM integration.
Portfolio Optimization with skfolio: A Scikit-Learn Compatible Approach to Modern Investment Strategies
Optimize investment portfolios using skfolio, a scikit-learn compatible library for building, testing, and tuning strategies. This technical guide demonstrates how to implement mean-variance, risk-parity, and hierarchical clustering methods while utilizing robust covariance estimators and Black-Litterman views to achieve higher Sharpe ratios through systematic hyperparameter tuning.
Mastering Property-Based Testing: A Technical Guide to Hypothesis and Stateful Design
Learn to build rigorous testing pipelines using Hypothesis to validate functional correctness through stateful, differential, and metamorphic test designs, systematically uncovering hidden bugs in complex systems.
Building a Production-Grade Agentic AI System with Hybrid Retrieval and Episodic Memory
A tutorial on building an ultra-advanced agentic AI workflow with hybrid retrieval, provenance-first citations, repair loops, and episodic memory, achieving a 99% success rate in retrieving relevant information.
A Coding Implementation to Build a Unified Apache Beam Pipeline Demonstrating Batch and Stream Processing with Event-Time Windowing Using DirectRunner
Build a Unified Apache Beam Pipeline Demonstrating Batch and Stream Processing with Event-Time Windowing Using DirectRunner in a single implementation.
A Complete Workflow for Automated Prompt Optimization Using Gemini Flash, Few-Shot Selection, and Evolutionary Instruction Search
This tutorial demonstrates an automated prompt optimization workflow achieving improved sentiment analysis accuracy with Gemini 2.0 Flash.
How to Design a Fully Local Agentic Storytelling Pipeline Using Griptape Workflows, Hugging Face Models, and Modular Creative Task Orchestration
This tutorial demonstrates building a fully local agentic storytelling system, generating a coherent short story without relying on external APIs.
How to Design a Fully Local Multi-Agent Orchestration System Using TinyLlama for Intelligent Task Decomposition and Autonomous Collaboration
Build a fully local multi-agent system using TinyLlama for task decomposition and autonomous collaboration, with 1.1B parameter efficiency.