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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:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Mistralai Client python Chat Completion
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Openai Evals Running an eval set
- Workflow:Lance format Lance Full Text Search
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
Principles
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:Triton inference server Server Dynamic Batching Testing
- Principle:Microsoft Playwright Save and Load Authentication State
- Principle:FMInference FlexLLMGen Input Prompt Design
- Principle:LaurentMazare Tch rs Crate Organization
- Principle:Cleanlab Cleanlab Integrated Label Issue Detection
- Principle:Getgauge Taiko Page Navigation
- Principle:DistrictDataLabs Yellowbrick Prediction Error Analysis
- Principle:Huggingface Alignment handbook APO Zero Preference Alignment
- Principle:Online ml River Estimator Validation Framework
Implementations
- Implementation:Treeverse LakeFS Java SDK Model GarbageCollectionRules
- Implementation:Google research Deduplicate text datasets Finish Dedup Wiki40b
- Implementation:Cleanlab Cleanlab Regression Get Label Quality Scores
- Implementation:Pyro ppl Pyro AVFMultivariateNormal
- Implementation:Open compass VLMEvalKit VarcoVision
- Implementation:Recommenders team Recommenders VowpalWabbit
- Implementation:Huggingface Datasets HDF5 Builder
- Implementation:Farama Foundation Gymnasium HopperEnv V5
- Implementation:Alibaba ROLL Adapter Utils
- Implementation:Openai Openai python Response Output Text Annotation Added
Heuristics
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
Environments
- Environment:Intel Ipex llm NPU Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Sgl project Sglang Kubernetes
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:ChenghaoMou Text dedup Python 3 12 Environment