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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:Mlc ai Mlc llm Mobile Deployment
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Snorkel team Snorkel Slice Aware Training
Principles
- Principle:FlagOpen FlagEmbedding Evaluation Configuration
- Principle:Sktime Pytorch forecasting Time Series Dataset Construction
- Principle:Lance format Lance Index Optimization
- Principle:Google deepmind Dm control Manipulation Visualization
- Principle:Getgauge Taiko Request Handler Functions
- Principle:Recommenders team Recommenders Benchmark Metric Evaluation
- Principle:Ucbepic Docetl Document Splitting
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
- Principle:Mlc ai Web llm Text Embedding Generation
- Principle:Iamhankai Forest of Thought Majority Vote Consensus
Implementations
- Implementation:Arize ai Phoenix Contextvars Async Demo
- Implementation:SeleniumHQ Selenium ImmutableCapabilities
- Implementation:SeleniumHQ Selenium Closure Iter
- Implementation:Google deepmind Mujoco JAX Experimental Custom Call
- Implementation:Google deepmind Dm control Suite Pendulum
- Implementation:Kornia Kornia Lovasz Hinge Loss
- Implementation:DistrictDataLabs Yellowbrick FeatureImportances Visualizer
- Implementation:NVIDIA TransformerEngine TE Distributed Checkpoint
- Implementation:Puppeteer Puppeteer CustomQueryHandler
- Implementation:Zai org CogVideo FSQ
Heuristics
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
Environments
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Sgl project Sglang CUDA
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:Apache Druid Druid Cluster Api