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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 Hudi Flink MOR Compaction
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Groq Groq python Chat Completion
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Langchain ai Langchain Streaming Responses
Principles
- Principle:Apache Airflow Structlog Logging
- Principle:NVIDIA TransformerEngine FSDP Integration
- Principle:Microsoft Agent framework Declarative Tool Binding
- Principle:LLMBook zh LLMBook zh github io Preference Data Preparation
- Principle:Guardrails ai Guardrails Remote Guard Connection
- Principle:DataExpert io Data engineer handbook Kafka Source Table Definition
- Principle:Huggingface Transformers Repository Consistency Checking
- Principle:ClickHouse ClickHouse Code Review Process
- Principle:Google deepmind Mujoco Rendering Resource Cleanup
- Principle:Cleanlab Cleanlab Token Issue Display
Implementations
- Implementation:Liu00222 Open Prompt Injection create attacker
- Implementation:Arize ai Phoenix Google Adapter
- Implementation:ArroyoSystems Arroyo Physical Planner
- Implementation:Microsoft DeepSpeedExamples LossTracker AverageMeter Accuracy
- Implementation:CarperAI Trlx Metric Function Interface
- Implementation:Microsoft Playwright UtilityScriptSerializers
- Implementation:Apache Paimon AppendTableSplitGenerator
- Implementation:Vllm project Vllm Prometheus Metrics Endpoint
- Implementation:Apache Shardingsphere FederationMetaDataRefreshEngine Refresh
- Implementation:Microsoft Playwright PlaywrightServer
Heuristics
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:LMCache LMCache Memory Fragmentation Budget
Environments
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Openai Openai python Azure OpenAI
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Huggingface Diffusers Attention Backends