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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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Browse by Category
| 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:Bentoml BentoML BentoCloud Deployment
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Datajuicer Data juicer Custom Operator Development
Principles
- Principle:Microsoft Semantic kernel Vector Store Collection Setup
- Principle:Apache Dolphinscheduler Parameter Validation And Transformation
- Principle:Huggingface Transformers Configuration Matrix Generation
- Principle:Deepspeedai DeepSpeed Sequence Parallel Computation
- Principle:EvolvingLMMs Lab Lmms eval Few Shot Sampling
- Principle:Liu00222 Open Prompt Injection Defense Preparation
- Principle:Huggingface Datasets Library Logging
- Principle:Openai Evals Eval Metrics
- Principle:Puppeteer Puppeteer Browser Launching
- Principle:Groq Groq python Batch Status Polling
Implementations
- Implementation:Vibrantlabsai Ragas StringMetricsV2
- Implementation:Microsoft Onnxruntime CPU TrainingSplit
- Implementation:Online ml River Drift NoDrift
- Implementation:LaurentMazare Tch rs Precompute Freqs Cis
- Implementation:Speechbrain Speechbrain CVSS Extract Code
- Implementation:CARLA simulator Carla ActorDefinition
- Implementation:Pyro ppl Pyro MixedHMM Model
- Implementation:Togethercomputer Together python Batches Create Batch
- Implementation:EvolvingLMMs Lab Lmms eval EvalClient
- Implementation:Bentoml BentoML Deployment Update Get List
Heuristics
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
Environments
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Huggingface Datasets Search Dependencies
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Lance format Lance SIMD And Platform Requirements