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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:Microsoft Playwright Trace recording and debugging
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
- Principle:Apache Druid SQL Ingestion Monitoring
- Principle:Tencent Ncnn Calibration Table Generation
- Principle:Openai Openai node Realtime Event Handling
- Principle:Nightwatchjs Nightwatch Page Commands
- Principle:Lance format Lance Time Travel Queries
- Principle:Tensorflow Serving Lock Free Read Pattern
- Principle:MarketSquare Robotframework browser Browser Binary Installation
- Principle:Unslothai Unsloth Model Merging And Saving
- Principle:BerriAI Litellm Custom Logger Development
Implementations
- Implementation:InternLM Lmdeploy DecodingConfig
- Implementation:Microsoft Onnxruntime OnnxSparseTensor JNI
- Implementation:Apache Airflow Metrics Template
- Implementation:LMCache LMCache LRU Cache Policy
- Implementation:Lance format Lance JNI Optimize
- Implementation:Nightwatchjs Nightwatch CreateClient And LaunchBrowser
- Implementation:OWASP Www project top 10 for large language model applications ScannerOrchestrator Run Scans
- Implementation:Mlflow Mlflow User Training Code
- Implementation:Ggml org Llama cpp Json Schema To Grammar Py
- Implementation:DevExpress Testcafe Fixture Init
Heuristics
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
Environments
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Langchain ai Langgraph Docker Deployment Environment