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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:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
Principles
- Principle:Huggingface Datasets Data Download and Preparation
- Principle:CrewAIInc CrewAI Agent Configuration
- Principle:OpenRLHF OpenRLHF PPO Policy Loss
- Principle:Wandb Weave Scorer Definition
- Principle:Lucidrains X transformers Direct Preference Optimization
- Principle:ClickHouse ClickHouse Unaligned Memory Access
- Principle:Tensorflow Tfjs Layer API Surface
- Principle:Eventual Inc Daft Table Creation
- Principle:Scikit learn contrib Imbalanced learn Easy Ensemble
- Principle:OpenRLHF OpenRLHF KD Loss Computation
Implementations
- Implementation:Tensorflow Serving Tfrt Predict Util Test
- Implementation:Huggingface Open r1 Get Reward Funcs
- Implementation:Gretelai Gretel synthetics ACTGANSynthesizer Actual Fit
- Implementation:ClickHouse ClickHouse Musl Lgammal
- Implementation:MarketSquare Robotframework browser Playwright Invoke
- Implementation:FlowiseAI Flowise InviteUsersDialog
- Implementation:Promptfoo Promptfoo doGenerateRedteam
- Implementation:AUTOMATIC1111 Stable diffusion webui VectorQuantizer2
- Implementation:Promptfoo Promptfoo loadApiProvider
- Implementation:Tensorflow Tfjs LayersModel Evaluate And Save For Transfer
Heuristics
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
Environments
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Vllm project Vllm Buildkite
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Sail sg LongSpec Inference Environment