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1,118
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 Docker Demo Setup
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:MarketSquare Robotframework browser API Testing via Browser
Principles
- Principle:Wandb Weave Version Bump Release
- Principle:Getgauge Taiko Click Interaction
- Principle:Kserve Kserve CRD Schema Validation
- Principle:FMInference FlexLLMGen Inference Checkpoint Loading
- Principle:Truera Trulens Selector Based Data Extraction
- Principle:Cohere ai Cohere python SDK Authentication
- Principle:ArroyoSystems Arroyo Steady State Processing
- Principle:Heibaiying BigData Notes Flink State Management
- Principle:Princeton nlp Tree of thought llm Task Instantiation
- Principle:Protectai Modelscan Model File Abstraction
Implementations
- Implementation:Webdriverio Webdriverio Mocha BDD Globals
- Implementation:CARLA simulator Carla ALSM
- Implementation:Tensorflow Tfjs Embedding Layer
- Implementation:Onnx Onnx Update Model Dims
- Implementation:Open compass VLMEvalKit MMReason Utils
- Implementation:Ucbepic Docetl Blocking Utils
- Implementation:Arize ai Phoenix Add Span Annotation
- Implementation:Diagram of thought Diagram of thought Summarizer Validated Node Synthesis
- Implementation:Apache Druid Compaction Config Completions
- Implementation:Ollama Ollama Llama Model BailingMoE
Heuristics
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
Environments
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Sgl project Sglang Web
- Environment:Kserve Kserve Knative Serving
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Kserve Kserve Python Runtime
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment