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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:Getgauge Taiko Network Request Interception
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Mistralai Client python Finetuning Job Management
Principles
- Principle:Mlflow Mlflow API Compatibility Checking
- Principle:Kornia Kornia Image Stitching
- Principle:Pytorch Serve Multimodal Inference
- Principle:Lucidrains X transformers Direct Preference Optimization
- Principle:LaurentMazare Tch rs TorchScript Loading
- Principle:Treeverse LakeFS Hook Guarded Merge
- Principle:Helicone Helicone Data Export
- Principle:Huggingface Trl Reward Sequence Classifier Loading
- Principle:Ggml org Llama cpp Context Extension Testing
- Principle:Iterative Dvc Pipeline Visualization
Implementations
- Implementation:FlowiseAI Flowise AllowedDomains
- Implementation:Hiyouga LLaMA Factory DPO En Demo Data
- Implementation:Bitsandbytes foundation Bitsandbytes Backend Quantization Tables
- Implementation:Openai Openai node Node ESM Web Lockfile
- Implementation:Intel Ipex llm Lightweight Serving
- Implementation:Trailofbits Fickling PyTorchModelWrapper Inject Payload
- Implementation:Ollama Ollama Convert Olmo
- Implementation:Microsoft Playwright BidiPdf
- Implementation:OpenRLHF OpenRLHF ProcessRewardModelTrainer
- Implementation:Kserve Kserve Alibi Helper
Heuristics
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
Environments
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Vllm project Vllm Distributed
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Vllm project Vllm AMD ROCm