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Total Pages
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:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
Principles
- Principle:Helicone Helicone Analytics Storage
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:MarketSquare Robotframework browser Test Execution
- Principle:Lm sys FastChat Conversation Content Filtering
- Principle:Iterative Dvc Execution Order Planning
- Principle:Zai org CogVideo Video Tokenization
- Principle:Apache Kafka Broker Logging Configuration
- Principle:Confident ai Deepeval Dataset Driven Evaluation
- Principle:Sgl project Sglang Frontend Backend Initialization
- Principle:DataExpert io Data engineer handbook Aggregation Transformation
Implementations
- Implementation:Apache Hudi ClusteringUtil ValidateClusteringScheduling
- Implementation:Vllm project Vllm Marlin Template
- Implementation:Snorkel team Snorkel RandomPolicy Init
- Implementation:Evidentlyai Evidently Snapshot Export Methods
- Implementation:Tensorflow Tfjs Graph Executor
- Implementation:Run llama Llama index BaseRetriever
- Implementation:Heibaiying BigData Notes Hive Partition and Bucket Config
- Implementation:Onnx Onnx Create Release Workflow
- Implementation:Kserve Kserve Revision Status Propagation
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Combine A and B
Heuristics
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
Environments
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Snorkel team Snorkel PySpark
- Environment:Sgl project Sglang CUDA
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Datajuicer Data juicer GPU CUDA Environment