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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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|---|---|---|
| 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:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Apache Spark Release Process
Principles
- Principle:Apache Dolphinscheduler Server Lifecycle Management
- Principle:Zai org CogVideo Inference LoRA Loading
- Principle:Iterative Dvc Stage Execution
- Principle:Huggingface Trl SFT Argument Configuration
- Principle:Microsoft LoRA BPE Text Decoding
- Principle:Apache Shardingsphere Exclusive Operation Management
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:HKUDS AI Trader JSONL Data Merging
- Principle:Huggingface Diffusers ControlNet Architecture
- Principle:Kserve Kserve OpenAI Compatible Inference
Implementations
- Implementation:Microsoft Onnxruntime CUDA GatherGrad
- Implementation:PrefectHQ Prefect Parse Article Task
- Implementation:Allenai Open instruct TensorDataCollatorWithFlattening
- Implementation:Pytorch Serve Benchmark
- Implementation:PrefectHQ Prefect Pydantic AI Agent Setup
- Implementation:InternLM Lmdeploy Sampling
- Implementation:Infiniflow Ragflow MCPToolCallSession
- Implementation:Datahub project Datahub Emitter Emit
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationWorkflow for Video
- Implementation:Evidentlyai Evidently Legacy Metric Calculation
Heuristics
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Vllm project Vllm Python
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Iterative Dvc Python Runtime
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Onnx Onnx Cpp Build Environment