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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:MarketSquare Robotframework browser Library Development and Release
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Openai CLIP Linear probe evaluation
Principles
- Principle:ChenghaoMou Text dedup Suffix Array Construction
- Principle:Mlflow Mlflow Code Quality Linting
- Principle:Microsoft Onnxruntime Trained Model Export
- Principle:DevExpress Testcafe Element Selection
- Principle:Confident ai Deepeval Component Instrumentation
- Principle:Deepset ai Haystack Document Writing
- Principle:Anthropics Anthropic sdk python Response Processing
- Principle:Heibaiying BigData Notes Hive Partitioning and Bucketing
- Principle:Neuml Txtai ONNX Export
- Principle:Huggingface Datasets Streaming Take
Implementations
- Implementation:Haosulab ManiSkill BC Diffusion Training
- Implementation:Nautechsystems Nautilus trader ParquetDataCatalog Query
- Implementation:Apache Hudi HoodieSplitReaderFunction Read
- Implementation:Cohere ai Cohere python Tool Model
- Implementation:Datahub project Datahub HdfsPlatform
- Implementation:Gretelai Gretel synthetics Tokenizer Training Pipeline
- Implementation:Open compass VLMEvalKit mPLUG Owl2
- Implementation:Microsoft DeepSpeedExamples Net Tutorial
- Implementation:CARLA simulator Carla RssCheck Interface
- Implementation:Confident ai Deepeval Synthesizer Generate Goldens From Contexts
Heuristics
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
Environments
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Togethercomputer Together python API Credentials
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Apache Spark Release Build Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Huggingface Diffusers Training Environment
- Environment:Openai Openai python Azure OpenAI
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Intel Ipex llm Linux XPU Environment