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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:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Speechbrain Speechbrain CTC ASR Training
Principles
- Principle:Facebookresearch Habitat lab App State Machine
- Principle:Speechbrain Speechbrain CTC Training Loop
- Principle:Snorkel team Snorkel Augmentation Policy Configuration
- Principle:Helicone Helicone Analytics Storage
- Principle:Norrrrrrr lyn WAInjectBench Image Dataset Format
- Principle:Microsoft BIPIA Black Box Defense Configuration
- Principle:Huggingface Diffusers Denoising Loop
- Principle:Rapidsai Cuml Forest Inference
- Principle:Webdriverio Webdriverio Worker Data Aggregation
- Principle:LaurentMazare Tch rs Token Embedding
Implementations
- Implementation:Hiyouga LLaMA Factory LongLoRA
- Implementation:Speechbrain Speechbrain Load Hyperpyyaml Enhancement
- Implementation:Haifengl Smile DenseMatrix Decomposition
- Implementation:Mistralai Client python Azure Chat Complete
- Implementation:InternLM Lmdeploy Pipeline Factory
- Implementation:NVIDIA DALI Target Assigner
- Implementation:Intel Ipex llm Get Peft Model QLoRA
- Implementation:Vespa engine Vespa Zone
- Implementation:Apache Druid SegmentsView
- Implementation:Microsoft Autogen MagenticOne Prompts
Heuristics
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Truera Trulens Feedback Score Thresholds
Environments
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Intel Ipex llm Windows Environment
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Arize ai Phoenix LLM Provider SDKs