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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:Apache Kafka Docker Image Release
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Openai Openai python Image Generation
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Promptfoo Promptfoo LLM Evaluation
Principles
- Principle:LaurentMazare Tch rs JIT Forward Pass
- Principle:Marker Inc Korea AutoRAG Quality Filtering And Export
- Principle:Langfuse Langfuse Post Ingestion Side Effects
- Principle:Duckdb Duckdb Fast Number Parsing
- Principle:TobikoData Sqlmesh Plan Creation And Change Detection
- Principle:Elevenlabs Elevenlabs python Batch Speech to Text
- Principle:Langgenius Dify Embedding and Indexing
- Principle:Nightwatchjs Nightwatch Cucumber Test Execution
- Principle:LaurentMazare Tch rs TorchScript Export
- Principle:Mage ai Mage ai Source Connector Scaffolding
Implementations
- Implementation:Online ml River Metrics MAE
- Implementation:Bitsandbytes foundation Bitsandbytes BitsAndBytesConfig 4bit
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval PopQA
- Implementation:Huggingface Datasets Lance Builder
- Implementation:NVIDIA NeMo Aligner Train GPT SPIN
- Implementation:Run llama Llama index Settings Configuration
- Implementation:Predibase Lorax EETQ Linear
- Implementation:CARLA simulator Carla No Rendering Mode Example
- Implementation:Haosulab ManiSkill TurnFaucet
- Implementation:Huggingface Datasets ParquetDatasetReader
Heuristics
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
Environments
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Predibase Lorax Model Source Credentials
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment