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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:Guardrails ai Guardrails LLM Output Validation
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Microsoft LoRA Beam Search Generation
- Principle:Cohere ai Cohere python Embed Response Processing
- Principle:Langchain ai Langgraph SDK Error Handling
- Principle:Microsoft DeepSpeedExamples Model Evaluation And Export
- Principle:Huggingface Datasets Dataset Object Construction
- Principle:Groq Groq python Streaming Request Execution
- Principle:Huggingface Optimum Benchmarking and Evaluation
- Principle:Allenai Open instruct Preference Data Processing
- Principle:Tensorflow Serving gRPC Service Stubs
- Principle:Iamhankai Forest of Thought Argument Parsing
Implementations
- Implementation:Huggingface Optimum ReversibleTransformation Reverse
- Implementation:Infiniflow Ragflow Admin ChangePasswordForm Component
- Implementation:LMCache LMCache API Registry
- Implementation:Langfuse Langfuse Event Query Builder
- Implementation:Cypress io Cypress ProcessRunOptions
- Implementation:Vllm project Vllm Collect Env
- Implementation:Openai Openai python Query String
- Implementation:NVIDIA NeMo Aligner Generate SL CAI Dataset
- Implementation:Danijar Dreamerv3 Plot Benchmark Curves
- Implementation:Evidentlyai Evidently Legacy OpenAI Feature
Heuristics
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
Environments
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Snorkel team Snorkel PyTorch