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InsightSolver:

  • Colab notebooks for exploring and solving operational issues using deep learning, machine learning, and related topics.

Welcome to my Cool Repo! 🤓

This repository contains a lot of notebooks that can be run in Google Colab to understand how to use models immersed in the areas of deep learning, machine learning, and others related to them.

It focuses on applying machine learning, analysis, and data science to identify and automatically solve operational issues in diverse areas.

The vast majority of notebooks are designed to run on the Colab free tier.

Notebook NameColab LinkTasks
Stable Diffusion 3 (Test)Opentext-to-imagestable-diffusion
Wonder 3D: Single Image to 3D using Cross-Domain DiffusionOpenimage-to-3Dstable-diffusion
Latent Consistency Models: Synthesizing High-Resolution Images with Few-step InferenceOpentext-to-imageimage-to-imagevideo-to-videostable-diffusion
SadTalker: A realistic and stylized talking head video generation method from a single image and audioOpenimage-to-videovideo-generation
WizardCoder-Python-34B on Colab's free tier - GGUFOpentext-generationGGUFGGMLWizardCoder
SeamlessM4T: Multimodal model for speech translationOpentranslationspeech-to-speechspeech-to-texttext-to-speech
Alternatives to Stable Diffusion "WebUI" on Google Colab's Free TierOpentext-to-imagestable-diffusion
SDXL 1.0 with T2I Adapter, ControlNet, Inpainting and train LoRAOpentext-to-imagestable-diffusionLoRAinpainting
llama-cpp-python with Llama 2 13B-chatOpentext-generationGGMLLlama 2
AutoGPTQ with WizardCoder 15BOpentext-generationGPTQWizardCoder
SDXL 0.9Opentext-to-imagestable-diffusion
Massively Multilingual Speech (MMS)Openspeech-to-texttext-to-speechspoken-language-identification
Segmentation Demos, Metaseg, SegGPT, PrismerOpenimage-segmentationvideo-segmentation
ControlNetOpentext-to-imageinpaintingoutpaintingstable-diffusion
Track Anything ColabOpenvideo-segmentationvideo-inpaintingstable-diffusion
Subtitles transcription and translationOpenspeech-to-texttranslation
LoRA Stable Diffusion with diffusersOpenLoRAstable-diffusiontext-to-image
DreamBooth Stable DiffusionOpenDreamBoothtext-to-imagestable-diffusion
Real ESRGAN and GFPGANOpenimage-restorationsuper-resolution
Latent UpscalerOpenimage-restorationsuper-resolution
CodeFormer: Video Image RestorationOpenimage-restorationvideo-restoration
VToonifyOpenstyle-transfer
Inverse Cross Attention SDOpentext-to-imagestable-diffusioninpainting
CrossAttention SD KoiboiOpentext-to-imagestable-diffusion
MAXIMOpenimage_denoisinglow_light_enhancementimage_retouchingdehazing_indoorsdehazing_outdoorsimage_derainingimage_deblurring
N2V for Image Denoising of Single-Channel ImagesOpenimage_denoising
OCR with Pytesseract and OpenCVOpenOCR
DonutOpenOCRdocument-parsing
InstructPix2Pix with DiffusersOpentext-to-imagestable-diffusion
DeforumOpenstable-diffusiontext-to-videointerpolation
In-painting, Image-to-Image, Depth-to-Image, SD DiffusersOpentext-to-imagestable-diffusion
Stable Diffusion Custom ModelOpentext-to-imagestable-diffusion
TPU Stable Diffusion Fast JaxOpentext-to-imagestable-diffusion
AltDiffusion M9 Multilingual CLIPOpentext-to-imagestable-diffusion
Fine-tuned VAE Decoder Compare Stable DiffusionOpentext-to-imagestable-diffusion
Petals: Guanaco-65B, LLaMA-65B, BLOOM and BLOOMZ in ColabOpentext-generation
Infinity ColabOpeninpaintingoutpaintingtext-to-imagestable-diffusion
Music Video Killed The Radio Star, DefusionOpentext-to-videostable-diffusion
Interpreting Stable Diffusion Using Cross Attention, DAAM, DiffusersOpentext-to-imagestable-diffusion
Deepfloyd IF Free Tier Google ColabOpentext-to-imagestable-diffusion
Segment AnythingOpenimage-segmentation
Microsoft Bringing Old Photo Back to LifeOpenimage-restoration
UniColoror: A Unified Framework for Multi-Modal Colorization with TransformerOpenimage-restoration
DISCO: Disentangled Image Colorization via Global AnchorsOpenimage-restoration
DeOldify ColabOpenimage-restoration
DeOldify VideoColorizer ColabOpenvideo-restoration
Deep Exemplar-based Video ColorizationOpenvideo-restoration
BLOOM BigScience with bitsandbytes int8Opentext-generation
OPT Open Pre-trained TransformersOpentext-generation
LLaMA 4-bit QuantizationOpentext-generationGPTQ
ChatPDF h2ogptOpentext-generation
Diarization Whisper and Pyannote Transcripts with Speaker NamesOpenspeech-to-textdiarization
NER Biomedical with Stanza and SummarizationOpentext-generation
Wav2Vec2 TranscriptionOpenspeech-to-text
Fix Grammar, Punctuation Correction, Language DetectionOpentext-generation
FILM: Video GenerationOpeninterpolation
PyTTI Tools and FiLMOpeninterpolation
SAHI and Detectron2Openobject-detection
SAHI Inference for YOLOv5Openobject-detection
DE-DETR, Panoptic, and OthersOpenobject-detectionimage-segmentation
Detectron2 TutorialOpenobject-detectionsegmentation
Detic_clip and Detectron2Openobject-detectionsegmentation
U-2-Net Demonstration Colab 2Openbackground-removal
U-2-Net Step by Step DemonstrationOpenbackground-removal
DIS Ichotomous Image SegmentationOpenbackground-removal

License

Although the code can be Apache 2 or MIT, the models or weights may have commercial restrictions. This repository is intended for educational purposes, and you are encouraged to use the code and notebooks to learn and explore about this topics.

Questions and Discussions

If you have any questions about the licensing, usage, or anything else related to this repository, feel free to open a discussion or raise an issue.

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InsightSolver: Colab notebooks for exploring and solving operational issues using deep learning, machine learning, and related models.

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