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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:Googleapis Python genai Context Caching
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:OpenRLHF OpenRLHF Reward Model Training
Principles
- Principle:Anthropics Anthropic sdk python Response Processing
- Principle:Teamcapybara Capybara Selector Modification
- Principle:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quantization
- Principle:Ggml org Llama cpp Fine Tuning
- Principle:Pytorch Serve Hardware Metrics Collection
- Principle:Iterative Dvc Lockfile And Cache Update
- Principle:Huggingface Optimum Transformation Composition
- Principle:ChenghaoMou Text dedup Cluster Visualization
- Principle:Cleanlab Cleanlab Span Classification Issue Detection
- Principle:Lm sys FastChat Distributed SFT Training
Implementations
- Implementation:Huggingface Diffusers DreamBooth Training Loop
- Implementation:Kubeflow Pipelines Secret Access Sample
- Implementation:Ggml org Llama cpp Jinja Caps Header
- Implementation:Mage ai Mage ai Google Ads Report Definitions
- Implementation:Rapidsai Cuml GLM API
- Implementation:Scikit learn Scikit learn NewtonSolver
- Implementation:NVIDIA NeMo Curator ConnectedComponentsStage
- Implementation:Facebookresearch Habitat lab VQA Trainer
- Implementation:Open compass VLMEvalKit ChartMimic
- Implementation:Unslothai Unsloth RawTextDataLoader
Heuristics
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
Environments
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment