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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:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Langchain ai Langchain Streaming Responses
Principles
- Principle:Microsoft Autogen Swarm Orchestration
- Principle:Huggingface Diffusers Weight Mapping
- Principle:ClickHouse ClickHouse SSL TLS Configuration
- Principle:Lm sys FastChat Vision Image Processing
- Principle:Scikit learn Scikit learn Ranking Metrics
- Principle:ClickHouse ClickHouse Type Safe Wrappers
- Principle:Alibaba ROLL SFT Configuration
- Principle:Googleapis Python genai Tool Configuration
- Principle:Helicone Helicone Dashboard Visualization
- Principle:Microsoft BIPIA Defended Model Evaluation
Implementations
- Implementation:Openai Openai python Validators Framework
- Implementation:Apache Flink CompactorOperator NotifyCheckpointComplete
- Implementation:Mlflow Mlflow Update ML Package Versions
- Implementation:Google deepmind Dm control Render Backend Selection
- Implementation:AUTOMATIC1111 Stable diffusion webui VectorQuantizer2
- Implementation:ContextualAI HALOs Install Sh
- Implementation:Openai Whisper DecodingTask Run
- Implementation:EvolvingLMMs Lab Lmms eval BabyVision Utils
- Implementation:Infiniflow Ragflow AvatarUpload Component
- Implementation:Facebookresearch Habitat lab EQA CNN Pretrain Trainer
Heuristics
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
Environments
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Heibaiying BigData Notes Storm 1 2 Environment