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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:Princeton nlp SimPO SimPO Training
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Dotnet Machinelearning AutoML Experiment
Principles
- Principle:Apache Hudi Query Type Definition
- Principle:Facebookresearch Audiocraft Sample Management
- Principle:Pyro ppl Pyro Hamiltonian Monte Carlo
- Principle:Lance format Lance Compaction Commit
- Principle:Datahub project Datahub OpenLineage Conversion
- Principle:Pytorch Serve Tensor Parallel LLM Architecture
- Principle:Microsoft Autogen Handoff Termination
- Principle:LaurentMazare Tch rs Tensor Pretty Printing
- Principle:Eventual Inc Daft Data Ingestion HuggingFace
- Principle:Speechbrain Speechbrain Permutation Invariant Training
Implementations
- Implementation:Datajuicer Data juicer GeneralFieldFilter
- Implementation:Apache Kafka SVN Commit Artifacts
- Implementation:Apache Shardingsphere DatabaseRuleConfigurationManager Refresh
- Implementation:Sgl project Sglang Flash Attention Interface
- Implementation:Apache Airflow DagFileProcessorManager Discovery
- Implementation:Pytorch Serve Spm Dataset
- Implementation:Mlc ai Mlc llm Logit Processor
- Implementation:Ucbepic Docetl MarkdownCell
- Implementation:Microsoft LoRA NLU Environment Setup Script
- Implementation:Huggingface Diffusers VideoProcessor
Heuristics
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:CrewAIInc CrewAI Context Window Management
Environments
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Dagster io Dagster GRPC Communication
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment