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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:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Treeverse LakeFS Garbage Collection
Principles
- Principle:Vespa engine Vespa Logger Handler Installation
- Principle:Mage ai Mage ai Catalog Selection
- Principle:EvolvingLMMs Lab Lmms eval YAML Task Configuration
- Principle:Datajuicer Data juicer Operator Instantiation
- Principle:Tensorflow Tfjs Model Serialization
- Principle:DataTalksClub Data engineering zoomcamp Merge Upsert
- Principle:Haotian liu LLaVA LoRA Weight Merging
- Principle:Online ml River ODAC Clustering
- Principle:Datahub project Datahub Deployment Verification
- Principle:MaterializeInc Materialize MCP Tool Discovery
Implementations
- Implementation:Apache Hudi FileIndex GetFilesInPartitions
- Implementation:Apache Kafka Get Json GitHub API
- Implementation:Langchain ai Langgraph UI Messages
- Implementation:LMCache LMCache CacheGen Decoder
- Implementation:SeleniumHQ Selenium Closure Testing MockMatchers
- Implementation:Dagster io Dagster Sidebars Configuration
- Implementation:Pytorch Serve Custom Sphinx Directives
- Implementation:Google deepmind Mujoco Engine Init
- Implementation:NVIDIA NeMo Curator Download Utils
- Implementation:Open compass VLMEvalKit MedqbenchMCQDataset
Heuristics
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
Environments
- Environment:Openai Openai node WebSocket Dependency
- Environment:Sgl project Sglang ROCm
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Tensorflow Tfjs Python Converter
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Iterative Dvc Git SCM Environment