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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:Mlflow Mlflow LLM Tracing
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
Principles
- Principle:Langchain ai Langchain Chat Model Implementation
- Principle:Nightwatchjs Nightwatch Writing Test Cases
- Principle:Openai Openai agents python Computer Use
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:Openai Evals Tool Augmented Evaluation
- Principle:Helicone Helicone Endpoint Pricing Configuration
- Principle:Ucbepic Docetl Deterministic Code Operations
- Principle:Confident ai Deepeval API Key Management
- Principle:ChenghaoMou Text dedup False Positive Verification SimHash
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork architecture
Implementations
- Implementation:Apache Dolphinscheduler Daemon Process Management
- Implementation:Ggml org Ggml Ggml backend load all
- Implementation:Risingwavelabs Risingwave BinlogOffsetContext
- Implementation:Allenai Open instruct Submit Eval Jobs
- Implementation:ArroyoSystems Arroyo Proto Schema Converter
- Implementation:Ollama Ollama MLXRunner Model Base
- Implementation:NVIDIA NeMo Curator ArXiv Extractor
- Implementation:Mlc ai Mlc llm Fuse FT Dequantize Matmul Epilogue
- Implementation:Vibrantlabsai Ragas AnswerCorrectness
- Implementation:Cohere ai Cohere python SingleGeneration Model
Heuristics
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
Environments
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Ray project Ray Docker GPU Environment
- Environment:Huggingface Transformers Flash Attention 2 Env