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Principles
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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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|---|---|---|
| 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 Multi Turn Chat
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Lance format Lance Version Management
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
Principles
- Principle:Huggingface Transformers Environment Setup
- Principle:CrewAIInc CrewAI Baseline Crew Configuration
- Principle:Hpcaitech ColossalAI Ray Cluster Initialization
- Principle:Webdriverio Webdriverio AsyncIterationPattern
- Principle:Danijar Dreamerv3 Distributed Replay Management
- Principle:Online ml River CluStream Clustering
- Principle:Teamcapybara Capybara Driver Selection Configuration
- Principle:OWASP Www project top 10 for large language model applications Assessment Report Generation
- Principle:Langfuse Langfuse LLM Execution for Experiments
- Principle:Openai Openai python API Error Handling
Implementations
- Implementation:Vllm project Vllm LLM Generate Multimodal
- Implementation:Elevenlabs Elevenlabs python CustomLlm
- Implementation:NVIDIA TransformerEngine Ops AddExtraInput
- Implementation:Open compass VLMEvalKit SArena CLIP Score
- Implementation:Apache Shardingsphere DistributedLock SPI
- Implementation:Run llama Llama index PairwiseComparisonEvaluator
- Implementation:Ollama Ollama Llama Adapter Types
- Implementation:Zai org CogVideo CogVideoXI2VPipeline From Pretrained
- Implementation:Helicone Helicone Filters
- Implementation:EvolvingLMMs Lab Lmms eval VDC Video Captioning Utils
Heuristics
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Sdv dev SDV Sampling Retry Tuning
Environments
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Sgl project Sglang Prometheus
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Huggingface Diffusers Training Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env