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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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| Category | Description | Browse |
|---|---|---|
| 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:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
Principles
- Principle:Pyro ppl Pyro Mixed Effect HMM
- Principle:Princeton nlp SimPO Chat Template Application
- Principle:VainF Torch Pruning BN Scale Regularization
- Principle:Langfuse Langfuse Worker Event Processing
- Principle:Haosulab ManiSkill RL Evaluation Checkpointing
- Principle:Dotnet Machinelearning SIMD Vector Math
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Intel Ipex llm Adapter Merging
- Principle:Iamhankai Forest of Thought Answer Equivalence Checking
Implementations
- Implementation:Open compass VLMEvalKit Phi4Multimodal
- Implementation:Ggml org Llama cpp TTS
- Implementation:BerriAI Litellm API Route To Call Types
- Implementation:Kornia Kornia AugmentationSequential Forward
- Implementation:DevExpress Testcafe Configuration Base
- Implementation:Tensorflow Serving Tflite Session Test
- Implementation:Nightwatchjs Nightwatch Component Plugin Install
- Implementation:Openai Openai python Response Output Text Annotation Added
- Implementation:Microsoft Playwright Client WebSocket
- Implementation:Online ml River Stats SEM
Heuristics
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
Environments
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Huggingface Alignment handbook Python Datasets