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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:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Groq Groq python Text To Speech
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Alibaba MNN Model Compression
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
Principles
- Principle:Intel Ipex llm LoRA Adapter Injection
- Principle:Huggingface Transformers Commit Bisection Debugging
- Principle:Deepspeedai DeepSpeed Checkpoint Management
- Principle:LLMBook zh LLMBook zh github io PEFT LoRA Configuration
- Principle:Langchain ai Langgraph Docker Image Building
- Principle:NVIDIA DALI GPU Image Decoding
- Principle:Tencent Ncnn Neural Network Inference
- Principle:Facebookresearch Habitat lab Low level Skill Training
- Principle:Lucidrains X transformers Non Autoregressive Wrapper Setup
- Principle:CrewAIInc CrewAI Managed Execution
Implementations
- Implementation:Microsoft Playwright Client Worker
- Implementation:Apache Paimon RESTApi
- Implementation:Langchain ai Langgraph Add Messages
- Implementation:Ollama Ollama Modelfile Format Spec
- Implementation:Huggingface Trl SFTTrainer Init
- Implementation:Pyro ppl Pyro IndepMessenger
- Implementation:FlowiseAI Flowise VectorStoreDialog
- Implementation:Microsoft Agent framework Run All Samples Script
- Implementation:Guardrails ai Guardrails Guard Load
- Implementation:Apache Druid KillDatasourceDialog
Heuristics
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Mistralai Client python Stream File Uploads
Environments
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Sgl project Sglang Prometheus
- Environment:Vllm project Vllm GitHub
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Kserve Kserve Gateway API