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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:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:BerriAI Litellm Response Caching
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Kserve Kserve InferenceGraph Pipeline
Principles
- Principle:Huggingface Trl PPO Argument Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:Google deepmind Mujoco Collision Detection
- Principle:Huggingface Datatrove Sentence Level Statistics
- Principle:Facebookresearch Audiocraft Training Checkpoint Management
- Principle:Onnx Onnx Tensor Specification
- Principle:DataExpert io Data engineer handbook Event Tracking
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Microsoft Agent framework Custom Aggregation Pattern
- Principle:Huggingface Transformers Benchmark Orchestration V1
Implementations
- Implementation:Langfuse Langfuse API Comments Schema
- Implementation:Microsoft Onnxruntime Module TrainStep
- Implementation:Datahub project Datahub KafkaEmitterConfig
- Implementation:Microsoft DeepSpeedExamples LossTracker AverageMeter Accuracy
- Implementation:Apache Druid QueryTab ProcessQuery
- Implementation:Ggml org Llama cpp Get Evaluation Dataset
- Implementation:Mlc ai Mlc llm Bundle weight
- Implementation:Intel Ipex llm NPU BCE Embedding
- Implementation:Treeverse LakeFS Java SDK Model Setup
- Implementation:ARISE Initiative Robosuite HumanoidModel
Heuristics
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
Environments
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Openai CLIP Python Dependencies
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Wandb Weave Python SDK Runtime