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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:Langchain ai Langchain Chat Model Invocation
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Apache Flink File Sink Pipeline
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
Principles
- Principle:Ggml org Ggml GGUF File Creation
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Tensorflow Serving Resource Tracking
- Principle:Lucidrains X transformers Variational Latent Language Modeling
- Principle:Triton inference server Server Engine Validation
- Principle:Spotify Luigi Spark Resource Configuration
- Principle:Huggingface Datasets TensorFlow Formatting
- Principle:Iterative Dvc Dataset Resolution
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:Mistralai Client python OCR Result Processing
Implementations
- Implementation:TobikoData Sqlmesh CopyButton
- Implementation:Sgl project Sglang Triton Character Generation
- Implementation:Microsoft DeepSpeedExamples DSPipeline Text Generation
- Implementation:Helicone Helicone Mitmproxy Mac
- Implementation:Apache Druid QueryParametersDialog
- Implementation:Helicone Helicone BaseProvider
- Implementation:Openai Openai python Response Input Audio Param
- Implementation:Apache Paimon DataTypeJsonParser
- Implementation:Ucbepic Docetl VisualizationBuilder
- Implementation:CARLA simulator Carla Client Start Recorder
Heuristics
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
Environments
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Apache Kafka Committer Tools Environment