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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:Ggml org Llama cpp Embedding Extraction
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Onnx Onnx External Data Handling
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
Principles
- Principle:Microsoft Autogen Agent Instantiation
- Principle:Duckdb Duckdb Executable Building
- Principle:Vespa engine Vespa Tokenization
- Principle:NVIDIA NeMo Curator Video Captioning
- Principle:Datahub project Datahub Python SDK Installation
- Principle:Langgenius Dify Workflow Application Creation
- Principle:Apache Flink Locality Aware Split Assignment
- Principle:Webdriverio Webdriverio Reporter Architecture
- Principle:Avdvg InjectGuard Evaluation And Metrics
- Principle:MarketSquare Robotframework browser Node Dependency Initialization
Implementations
- Implementation:Nautechsystems Nautilus trader Order Position Handlers
- Implementation:Mage ai Mage ai Chargebee Common Quotes Schema
- Implementation:ARISE Initiative Robomimic FileUtils policy from checkpoint
- Implementation:Turboderp org Exllamav2 ThreadPool
- Implementation:TobikoData Sqlmesh EditorInspector
- Implementation:Neuml Txtai Similarity Pipeline
- Implementation:LaurentMazare Tch rs Dataset Train Iter
- Implementation:FlowiseAI Flowise ItemCard
- Implementation:Ollama Ollama Tokenizer BPE
- Implementation:OpenHands OpenHands E2BBox Execute
Heuristics
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Truera Trulens Trace Compression Token Limits
Environments
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Langfuse Langfuse Node 24 Runtime