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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:Huggingface Datatrove Dataset Tokenization
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Ray project Ray Serve Deployment
- Workflow:Openai Openai node Function Calling
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
Principles
- Principle:Microsoft DeepSpeedExamples PPO Training
- Principle:Microsoft Playwright Verify Network Interactions
- Principle:MarketSquare Robotframework browser Release Preparation
- Principle:Pytorch Serve Generalized NLP Handler
- Principle:Huggingface Diffusers Pipeline Level Quantization
- Principle:Huggingface Diffusers Checkpoint Format Identification
- Principle:Sgl project Sglang Generation Program Execution
- Principle:SeldonIO Seldon core Production Traffic Monitoring
- Principle:Haotian liu LLaVA LoRA Training
- Principle:Evidentlyai Evidently Classification Quality Evaluation
Implementations
- Implementation:Microsoft Autogen Studio Playground Manager
- Implementation:OpenGVLab InternVL Classification Utils
- Implementation:Webdriverio Webdriverio BrowserStack Constants
- Implementation:Apache Flink RecordEvaluator
- Implementation:Haosulab ManiSkill Convert To LeRobot CLI
- Implementation:Evidentlyai Evidently Legacy Data Quality Calculations
- Implementation:Run llama Llama index SentenceTransformersFinetuneEngine Init
- Implementation:BerriAI Litellm Lazy Imports Registry
- Implementation:Neuml Txtai Sparse Scoring
- Implementation:Open compass VLMEvalKit SArena DINO Score
Heuristics
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
Environments
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Infiniflow Ragflow Frontend Node Environment