Data Science

Complete guide to TimesFM 2.5 - Google Research decoder-only foundation model for time series forecasting. Covers installation, fine-tuning, benchmarks, and real-world applications.

Personal AI Infrastructure (PAI) by Daniel Miessler is a Life Operating System with 45 skills, 171 workflows, a Pulse daemon, and Algorithm v6.3.0. One-line install, MIT licensed. Combines strategy, execution, and reflection into one system.

Supervision by Roboflow is a comprehensive computer vision toolkit that simplifies CV annotation, data processing, and model evaluation. pip install supervision to access reusable computer vision tools for your projects.

Qiaomu Anything to NotebookLM is a Claude Code Skill and Python toolkit that converts 15+ content sources — YouTube videos, podcasts, articles, PDFs — into Google NotebookLM knowledge bases, with paywall bypass capabilities.

Weights & Biases (wandb/wandb) is the AI developer platform for tracking, comparing, and deploying ML experiments. Supports PyTorch, TensorFlow, Hugging Face, and LLM fine-tuning. Covers experiment tracking, dataset versioning, model registry, and production monitoring.

open-notebook (28,200 GitHub stars) is the open-source alternative to Google NotebookLM with support for 15+ AI providers. Self-hosted RAG knowledge base with multimodal audio episodes. Includes setup guide, provider comparison, and real benchmarks.

AgentMemory (22,038 GitHub stars) provides persistent memory for AI coding agents based on real-world benchmarks. Remember past sessions, maintain context across days, learn from previous interactions. Works with Claude Code, Codex CLI, OpenCode, and more. Includes setup tutorial, architecture breakdown, and benchmarks.

A comprehensive guide to ZenML — the open-source MLOps framework that connects 20+ tools into unified, reproducible ML pipelines. Self-hosted setup, real benchmarks, and production deployment.

Enterprise guide to deploying Weaviate vector search at scale. Covers Kubernetes deployment, hybrid search, multi-modal support, RBAC, monitoring, and benchmarks for 10B+ object collections.

A hands-on guide to Vectara, the managed RAG platform with 90%+ answer accuracy. Covers Boomerang retrieval, API integration, multi-language support, hybrid search, and production benchmarks.

A practical 2026 guide to Unstructured.io — the open-source document preprocessing library that converts PDFs, DOCX, PPTX, and images into clean, structured text chunks ready for LLM and RAG pipelines.

Set up Trino 464+ for petabyte-scale distributed SQL analytics. Step-by-step cluster deployment, 40+ connector configuration, performance tuning, and real-world benchmarks.

Deploy Qdrant vector database for production similarity search. Complete guide to HNSW indexing, payload filtering, multi-tenancy, Docker deployment, and Python/Go/JS clients with real benchmarks.

A hands-on guide to Prefect 3.x — the Python-native workflow orchestrator with async execution, built-in retries, and self-hosted server. Deploy your data pipelines in under 5 minutes.

Production guide for pgvector 0.8.2: HNSW/IVFFlat indexes, vector similarity search, performance tuning, and RAG integration with LangChain and LlamaIndex.

Complete guide to MLflow for ML experiment tracking, model registry, and model serving. Covers setup, Python SDK, production deployment, and benchmarks for 10,000+ experiments.

Production guide for Milvus 2.5: billion-scale vector search, GPU-accelerated indexing, Kubernetes deployment, hybrid search, and Zilliz Cloud setup.

Complete guide to Metabase v60.2: open-source BI with visual query builder, dashboards, SQL editor, alerts, embedding, and Docker self-hosting. 41,000+ GitHub stars.

A complete guide to deploying Kubeflow on Kubernetes for ML pipelines. Covers installation, components, benchmarks, production hardening, and real-world deployment patterns.

Complete 2026 guide to Haystack: open-source NLP framework for production RAG pipelines, document stores, retrievers, agents, evaluation tools, and Docker deployment.

A complete guide to deploying Haystack NLP pipelines as production REST APIs using Hayhooks. Covers one-command deployment, container support, auto-generated OpenAPI docs, and production patterns with real benchmarks.

Complete guide to DVC (Data Version Control) — version datasets, models, and ML pipelines with Git-like workflows. Covers installation, S3/GCS/Azure backends, CI/CD integration, benchmarks, and production hardening.

Complete production guide to Dagster 1.13: asset-based orchestration, data-aware scheduling, partitioning, backfills, and self-hosted deployment with Docker Compose.

A practical guide to Chroma vector database with Python. Learn installation, RAG integration, embeddings search, and production deployment. Benchmarks, comparisons, and real-world use cases.

Complete 2026 guide to Arize Phoenix: open-source LLM observability, RAG tracing, prompt versioning, token tracking, and production deployment with LangChain & LlamaIndex.

Complete guide to Apache Superset 2026 — install via Docker in 5 minutes, connect 30+ data sources, build 50+ chart types, and deploy production-ready dashboards with role-based access control.

Master LLM-powered data analysis with PandasAI, ChatGPT Code Interpreter, and OpenAI API. Build complete workflows for conversational data science.

Compare the best Jupyter Notebook alternatives for 2024 — JupyterLab, Google Colab, Deepnote, and Hex — with pricing, features, and use cases.

Master Python time series analysis with Prophet, sktime, statsmodels ARIMA, and Darts. Compare tools, build forecasting pipelines, and avoid common pitfalls.

Optimize Pandas performance or switch to Polars or DuckDB. Benchmarks, migration strategies, and decision frameworks for faster data processing in Python.

Compare MLflow, Weights & Biases, and Neptune for MLOps experiment tracking. Pricing, features, deployment options, and LLM support analyzed.

Compare Matplotlib, Seaborn, Plotly, and Observable Plot for Python data visualization. Features, code examples, and use-case recommendations.

Compare DVC, LakeFS, and Delta Lake for ML data versioning. Learn which data version control tool fits your stack with architecture, features, and decision framework.

Master data cleaning with OpenRefine, Pandas, Great Expectations & automated tools. Learn best practices for production-ready data quality workflows.

Compare the top real-time data streaming tools of 2025. In-depth analysis of Apache Kafka, Flink, Spark Streaming, Redpanda, Pulsar, and ksqlDB with throughput benchmarks, deployment guides, and FAQs.

Compare the top knowledge graph tools and frameworks of 2025. In-depth analysis of Neo4j, RDFlib, Amazon Neptune, Stardog, TigerGraph, and Dgraph with query language comparisons, use case recommendations, and FAQs.

Compare top AutoML tools including AutoGluon, H2O AutoML, TPOT, Auto-sklearn, and Google AutoML. Find the best automated machine learning framework for your needs.

Master automated feature engineering with Featuretools, AutoFeat, and tsfresh. Comparison, code examples, and production pipeline integration.

Accept payments in all currencies with NowPayments. Support 100+ cryptocurrencies and fiat currencies with low fees and instant settlements.

Feast is the industry-standard open-source feature store for ML with 8,000+ GitHub stars. Online/offline feature serving, point-in-time joins, and seamless integration with all ML frameworks.