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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 Paimon Distributed Processing With Ray
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
Principles
- Principle:Intel Ipex llm RAG Chain Assembly
- Principle:Heibaiying BigData Notes Spark TempView and SQL
- Principle:Online ml River Time Series Base Interface
- Principle:Facebookresearch Audiocraft Masked Parallel Token Generation
- Principle:Google deepmind Mujoco Sparse Computation
- Principle:Online ml River Online Nearest Neighbors
- Principle:Infiniflow Ragflow Search Result Display
- Principle:Webdriverio Webdriverio Framework Abstraction
- Principle:Dagster io Dagster Software Defined Assets
- Principle:Huggingface Diffusers Video Decoding Export
Implementations
- Implementation:Haosulab ManiSkill WidowX250S
- Implementation:Alibaba ROLL TrainingArguments
- Implementation:Ggml org Ggml Cpp smart pointers
- Implementation:Sktime Pytorch forecasting GroupNormalizer
- Implementation:Langfuse Langfuse CreateAuthedProjectAPIRoute
- Implementation:Sktime Pytorch forecasting TiDE
- Implementation:Ucbepic Docetl Directive MapToMapResolveReduce
- Implementation:Sail sg LongSpec OCW Courses Eval
- Implementation:Treeverse LakeFS Java SDK Model CredentialsWithSecret
- Implementation:NVIDIA DALI Paddle ResNet Training
Heuristics
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
Environments
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Sgl project Sglang Runtime
- Environment:Apache Druid Web Console Development
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Snorkel team Snorkel PySpark