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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:Googleapis Python genai Image Generation Pipeline
- Workflow:Lance format Lance Table Optimization
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Microsoft Onnxruntime Train Convert Predict
Principles
- Principle:Mage ai Mage ai HTTP Client Request
- Principle:Eventual Inc Daft AI Image Embedding
- Principle:Microsoft DeepSpeedExamples Instruction Dataset Preparation
- Principle:Alibaba MNN Diffusion Engine Compilation
- Principle:Evidentlyai Evidently Dataset Score Extraction
- Principle:Explodinggradients Ragas Experiment Versioning
- Principle:Lance format Lance Vector Search Filtering
- Principle:Langchain ai Langgraph Release Automation
- Principle:Evidentlyai Evidently Dashboard Panel Configuration
- Principle:Ggml org Llama cpp Server Configuration
Implementations
- Implementation:Astronomer Astronomer cosmos TrinoJWTProfileMapping
- Implementation:Farama Foundation Gymnasium InvertedPendulumEnv V5
- Implementation:Huggingface Transformers Get CI Error Statistics
- Implementation:Unslothai Unsloth FastLanguageModel From Pretrained Vllm
- Implementation:Onnx Onnx Compose Add Prefix
- Implementation:Ggml org Llama cpp Get Evaluation Dataset
- Implementation:Explodinggradients Ragas Text2SQL Validate Dataset
- Implementation:Farama Foundation Gymnasium Vector Wrappers Init
- Implementation:AUTOMATIC1111 Stable diffusion webui API Models
- Implementation:Explodinggradients Ragas Edited Chain Runs Schema
Heuristics
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Huggingface Peft DoRA Inference Caching
Environments
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Vllm project Vllm Environment Variables
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Sgl project Sglang Python Dependencies
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment