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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:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:BerriAI Litellm Fine Tuning Job
Principles
- Principle:Sgl project Sglang Vision Language Inference
- Principle:Openai CLIP Contrastive Similarity Prediction
- Principle:Huggingface Trl SFT Training Execution
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:Triton inference server Server Stress Testing
- Principle:Togethercomputer Together python Fine Tuning Job Creation
- Principle:Vllm project Vllm Streaming Response Handling
- Principle:Farama Foundation Gymnasium Environment Interaction Loop
- Principle:Getgauge Taiko Browser Closure
- Principle:Tencent Ncnn Face Alignment And Recognition
Implementations
- Implementation:Predibase Lorax Get Model Factory
- Implementation:EvolvingLMMs Lab Lmms eval WildVision Bench Evaluation Utils
- Implementation:Mage ai Mage ai SQLSource Discover
- Implementation:Apache Druid Time Manipulation
- Implementation:Infiniflow Ragflow UseImportJson Hook
- Implementation:Sgl project Sglang Checkpoint Update
- Implementation:Fede1024 Rust rdkafka BaseProducer Send
- Implementation:Kornia Kornia ONNXSequential Export
- Implementation:Google deepmind Mujoco UI Main Header
- Implementation:Explodinggradients Ragas RagasTracer Callbacks
Heuristics
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Princeton nlp SimPO Dropout Disabling
Environments
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Sgl project Sglang ROCm
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Apache Spark Python Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials