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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:Online ml River Online Clustering
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
Principles
- Principle:MaterializeInc Materialize Registry Cache Lookup
- Principle:Avhz RustQuant Option Greeks
- Principle:Openclaw Openclaw Diagnostic Repair
- Principle:SeldonIO Seldon core Model Artifact Preparation
- Principle:Cohere ai Cohere python Text Embedding
- Principle:PeterL1n BackgroundMattingV2 Video dataset loading
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:Kserve Kserve Kubeflow Integration
- Principle:Google research Deduplicate text datasets Substring Occurrence Querying
- Principle:Webdriverio Webdriverio Driver Management
Implementations
- Implementation:Risingwavelabs Risingwave TimeControls
- Implementation:Ggml org Llama cpp Vdot Benchmark
- Implementation:Interpretml Interpret Gradient Histogram Bin
- Implementation:Langchain ai Langgraph Release Workflow
- Implementation:NVIDIA TransformerEngine Ops Sequential
- Implementation:Haosulab ManiSkill AntEnv
- Implementation:HKUDS AI Trader Get Agent Class
- Implementation:Nautechsystems Nautilus trader Actor Subscribe Bars
- Implementation:Teamcapybara Capybara Selenium Scroll
- Implementation:BerriAI Litellm Run Server
Heuristics
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
Environments
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime