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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:Zai org CogVideo SAT Video Generation
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:TobikoData Sqlmesh Environment management
Principles
- Principle:Ollama Ollama Tokenization
- Principle:Diagram of thought Diagram of thought Reasoning Path Analysis
- Principle:Kornia Kornia Descriptor Matching
- Principle:Alibaba MNN Conversion Verification
- Principle:Ggml org Llama cpp Grammar Constrained Decoding
- Principle:Langchain ai Langchain Chat Model Initialization For Streaming
- Principle:Kubeflow Kubeflow Train Model
- Principle:Mit han lab Llm awq LM Evaluation Harness Adaptation
- Principle:Explodinggradients Ragas Human Annotation Collection
- Principle:Intel Ipex llm Training With HF Trainer QLoRA
Implementations
- Implementation:Puppeteer Puppeteer Cdp HTTPResponse
- Implementation:FlowiseAI Flowise VariablesView
- Implementation:Vllm project Vllm SGL MoE FP8
- Implementation:DataTalksClub Data engineering zoomcamp PySpark Kafka ReadStream
- Implementation:Facebookresearch Habitat lab GuiThrowHelper
- Implementation:Vllm project Vllm IPEX Ops
- Implementation:Mlfoundations Open flamingo Flamingo wrap fsdp
- Implementation:Apache Shardingsphere FederationMetaDataRefreshEngine Refresh
- Implementation:Langgenius Dify Component Analyzer
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuning Utils
Heuristics
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
Environments
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:TA Lib Ta lib python TA Lib C Library