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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
Principles
- Principle:ClickHouse ClickHouse Poco JSON Templating
- Principle:OpenHands OpenHands Session Closure
- Principle:MarketSquare Robotframework browser Development Environment Setup
- Principle:Online ml River Online Neural Networks
- Principle:Allenai Open instruct DPO Training
- Principle:Wandb Weave Prompt Versioning
- Principle:Microsoft BIPIA Model Loading
- Principle:Bitsandbytes foundation Bitsandbytes SwitchBack Quantized Linear
- Principle:Openai Openai python Audio Playback
- Principle:Cypress io Cypress CI Binary Installation
Implementations
- Implementation:Lm sys FastChat Get Peft State Maybe Zero 3
- Implementation:Cohere ai Cohere python Tool Model
- Implementation:Interpretml Interpret Term
- Implementation:Lm sys FastChat Build Side By Side Arena Anony UI
- Implementation:Rapidsai Cuml KNN C API
- Implementation:TobikoData Sqlmesh CroniterCache IncrementalBy
- Implementation:Spotify Luigi JobTask MapReduce
- Implementation:FlowiseAI Flowise PreviewChunks
- Implementation:LMCache LMCache XPU Connector
- Implementation:Nautechsystems Nautilus trader ParquetDataCatalog Write Data
Heuristics
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Apache Beam Watermark Update Throttling
Environments
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Sgl project Sglang Web
- Environment:Iterative Dvc Python Runtime
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Webdriverio Webdriverio Cloud Service Credentials