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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:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Lance format Lance Full Text Search
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Mistralai Client python Function Calling
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Mistralai Client python Text Embeddings
Principles
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Vllm project Vllm Multimodal Output Processing
- Principle:ChenghaoMou Text dedup Dataset Loading
- Principle:Scikit learn contrib Imbalanced learn Imbalanced Classification Reporting
- Principle:Truera Trulens Context Filter Guardrail
- Principle:BerriAI Litellm API Key Management
- Principle:Pytorch Serve Transformer Model Preparation
- Principle:Apache Paimon Snapshot Management
- Principle:Online ml River Bandit Environments
- Principle:Avhz RustQuant Foreign Exchange
Implementations
- Implementation:Mit han lab Llm awq CLIPVisionTower
- Implementation:ClickHouse ClickHouse Dpkg Rpm Install
- Implementation:Recommenders team Recommenders GRU Model
- Implementation:Spotify Luigi HDFS Config
- Implementation:Confident ai Deepeval Docusaurus Config
- Implementation:Sgl project Sglang GPU Trace To Graph
- Implementation:Ggml org Llama cpp Console Header
- Implementation:Apache Druid SampleForFilter
- Implementation:Kserve Kserve LLMInferenceService Full CRD
- Implementation:Apache Flink SplitReader
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Unslothai Unsloth LoRA Rank Selection
Environments
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Vllm project Vllm Distributed
- Environment:Sgl project Sglang Web
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials