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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:Apache Spark Standalone Cluster Deployment
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Huggingface Trl Supervised Finetuning
Principles
- Principle:Microsoft Semantic kernel Data Ingestion
- Principle:Sktime Pytorch forecasting Baseline Forecasting
- Principle:Tensorflow Serving Container Registry Push
- Principle:Recommenders team Recommenders Benchmark Prediction Generation
- Principle:LMCache LMCache Prefiller Instance Launch
- Principle:Truera Trulens Feedback Function Definition
- Principle:Facebookresearch Audiocraft Compression Training Execution
- Principle:Huggingface Diffusers Prior Preservation
- Principle:Treeverse LakeFS S3 Path Mapping
- Principle:Mlflow Mlflow Run Management
Implementations
- Implementation:Haosulab ManiSkill Hopper
- Implementation:Iterative Dvc Output Save
- Implementation:BerriAI Litellm Duration Parser
- Implementation:InternLM Lmdeploy Profile Pipeline Api
- Implementation:Interpretml Interpret PartitionMultiDimensionalStraight
- Implementation:Apache Shardingsphere ShadowAlgorithmDeterminer IsShadow
- Implementation:Lance format Lance Java DatasetDelta
- Implementation:Facebookresearch Habitat lab AppStateTutorial
- Implementation:Apache Dolphinscheduler UI Package Manifest
- Implementation:SeleniumHQ Selenium WebDriver Quit
Heuristics
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Snorkel team Snorkel Precision Init Prior
Environments
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers