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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:Kornia Kornia Image Stitching Panorama
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Lance format Lance Full Text Search
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
Principles
- Principle:ArroyoSystems Arroyo Job Monitoring
- Principle:Spotify Luigi Static Type Checking
- Principle:Treeverse LakeFS Hook Triggered Commit
- Principle:MarketSquare Robotframework browser JavaScript Module Authoring
- Principle:Datahub project Datahub Metadata Emission
- Principle:Axolotl ai cloud Axolotl Multimodal Processor Loading
- Principle:Truera Trulens Feedback Result Retrieval
- Principle:Infiniflow Ragflow Dataflow Pipeline
- Principle:Neuml Txtai Base Model Configuration
- Principle:Trailofbits Fickling Severity Classification
Implementations
- Implementation:Openai Openai agents python Function Tool Decorator
- Implementation:Openai Openai python Images Generate
- Implementation:Huggingface Optimum Initialize Parameter Meta
- Implementation:Apache Druid MeasureDialog
- Implementation:Apache Kafka JMH Benchmark Script
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationWorkflow for Video
- Implementation:NVIDIA NeMo Aligner Conftest Fixtures
- Implementation:Gretelai Gretel synthetics DataFrameBatch Batches To Df
- Implementation:OpenHands OpenHands LinearView
- Implementation:SeleniumHQ Selenium HasCasting
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
Environments
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Vllm project Vllm Distributed
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment