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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:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Google deepmind Dm control Manipulation Task Setup
Principles
- Principle:Google deepmind Dm control Task Definition
- Principle:Danijar Dreamerv3 Agent Initialization
- Principle:Interpretml Interpret Model Aggregation And Postprocessing
- Principle:Datahub project Datahub OpenLineage Conversion
- Principle:Mlflow Mlflow Database Schema Management
- Principle:Langchain ai Langgraph Agent Execution
- Principle:Haifengl Smile Streaming Batch Prediction
- Principle:Kubeflow Kubeflow Post Deployment Verification
- Principle:Tensorflow Serving Client Inference Validation
- Principle:Unstructured IO Unstructured Document Partitioning
Implementations
- Implementation:DataTalksClub Data engineering zoomcamp Spark Write Parquet
- Implementation:Iamhankai Forest of Thought Get Fot Final Answer
- Implementation:Neuml Txtai M2V Vectors
- Implementation:Online ml River Preprocessing FeatureHasher
- Implementation:Langgenius Dify PluginLifecycleOps
- Implementation:Microsoft Autogen Component Schema Gen
- Implementation:BerriAI Litellm Custom SSO Template
- Implementation:Ggml org Llama cpp Common Unicode
- Implementation:Zai org CogVideo Load Lora Weights Fuse
- Implementation:Alibaba MNN PyMNN Build Setup
Heuristics
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
Environments
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Apache Druid Integration Test Docker
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Intel Ipex llm Windows Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Vllm project Vllm Python Dependencies
- Environment:Langgenius Dify Vector Database Environment