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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:Mlfoundations Open flamingo Data Preparation
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Mistralai Client python Chat Completion
- Workflow:Groq Groq python Chat Completion
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Run llama Llama index ReAct Agent
Principles
- Principle:Apache Airflow DAG Deployment
- Principle:Heibaiying BigData Notes HBase Data Insertion
- Principle:Guardrails ai Guardrails Structured Guard Execution
- Principle:Ggml org Llama cpp Token Sampling
- Principle:Togethercomputer Together python Text To Speech
- Principle:Huggingface Datasets Stratified Splitting
- Principle:Ollama Ollama MultimodalPipeline
- Principle:Onnx Onnx Namespace Prefixing
- Principle:Huggingface Transformers Benchmark Statistics
- Principle:EvolvingLMMs Lab Lmms eval SGLang Acceleration
Implementations
- Implementation:Datajuicer Data juicer VideoNSFWFilter
- Implementation:Deepset ai Haystack SentenceTransformersTextEmbedder
- Implementation:Marker Inc Korea AutoRAG Parser Start Parsing
- Implementation:Kserve Kserve DeepSeek R1 PD DeepEP HT Sample
- Implementation:Vespa engine Vespa Vespajlib ABI Spec
- Implementation:Apache Druid Compaction Dynamic Config Completions
- Implementation:MaterializeInc Materialize ResolvedImage Build Push
- Implementation:DataTalksClub Data engineering zoomcamp Ride Data Model
- Implementation:Datajuicer Data juicer LLMAnalysisFilter
- Implementation:EvolvingLMMs Lab Lmms eval CVRR Utils
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
Environments
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Apache Shardingsphere Calcite Federation Engine