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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:LMCache LMCache P2P KV Cache Sharing
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
Principles
- Principle:Scikit learn contrib Imbalanced learn Benchmark Dataset Loading
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:Pyro ppl Pyro Autoregressive Networks
- Principle:Bitsandbytes foundation Bitsandbytes HPU 4bit Dequantization
- Principle:Bigscience workshop Petals Block Loading And Serving
- Principle:Huggingface Datasets CSV Import
- Principle:Mlflow Mlflow Production Deployment
- Principle:Vllm project Vllm Draft Model Acquisition
- Principle:Apache Kafka SVN Artifact Staging
Implementations
- Implementation:Dagster io Dagster MIPROv2 Optimizer Pattern
- Implementation:Elevenlabs Elevenlabs python AudioNativeClient
- Implementation:Ollama Ollama Mtmd Llama4
- Implementation:Haifengl Smile DenseMatrix Operations
- Implementation:Haosulab ManiSkill CPUGymWrapper
- Implementation:Alibaba ROLL VllmStrategy Generate
- Implementation:Haotian liu LLaVA Train With LoRA
- Implementation:Microsoft Onnxruntime OrtProvider
- Implementation:Mage ai Mage ai Pipedrive Tap
- Implementation:Infiniflow Ragflow Versions
Heuristics
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
Environments
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Snorkel team Snorkel PyTorch
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Ollama Ollama GPU Runtime