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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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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 Name Colab Link Tasks
Stable Diffusion 3 (Test) Open text-to-image stable-diffusion
Wonder 3D: Single Image to 3D using Cross-Domain Diffusion Open image-to-3D stable-diffusion
Latent Consistency Models: Synthesizing High-Resolution Images with Few-step Inference Open text-to-image image-to-image video-to-video stable-diffusion
SadTalker: A realistic and stylized talking head video generation method from a single image and audio Open image-to-video video-generation
WizardCoder-Python-34B on Colab's free tier - GGUF Open text-generation GGUF GGML WizardCoder
SeamlessM4T: Multimodal model for speech translation Open translation speech-to-speech speech-to-text text-to-speech
Alternatives to Stable Diffusion "WebUI" on Google Colab's Free Tier Open text-to-image stable-diffusion
SDXL 1.0 with T2I Adapter, ControlNet, Inpainting and train LoRA Open text-to-image stable-diffusion LoRA inpainting
llama-cpp-python with Llama 2 13B-chat Open text-generation GGML Llama 2
AutoGPTQ with WizardCoder 15B Open text-generation GPTQ WizardCoder
SDXL 0.9 Open text-to-image stable-diffusion
Massively Multilingual Speech (MMS) Open speech-to-text text-to-speech spoken-language-identification
Segmentation Demos, Metaseg, SegGPT, Prismer Open image-segmentation video-segmentation
ControlNet Open text-to-image inpainting outpainting stable-diffusion
Track Anything Colab Open video-segmentation video-inpainting stable-diffusion
Subtitles transcription and translation Open speech-to-text translation
LoRA Stable Diffusion with diffusers Open LoRA stable-diffusion text-to-image
DreamBooth Stable Diffusion Open DreamBooth text-to-image stable-diffusion
Real ESRGAN and GFPGAN Open image-restoration super-resolution
Latent Upscaler Open image-restoration super-resolution
CodeFormer: Video Image Restoration Open image-restoration video-restoration
VToonify Open style-transfer
Inverse Cross Attention SD Open text-to-image stable-diffusion inpainting
CrossAttention SD Koiboi Open text-to-image stable-diffusion
MAXIM Open image_denoising low_light_enhancement image_retouching dehazing_indoors dehazing_outdoors image_deraining image_deblurring
N2V for Image Denoising of Single-Channel Images Open image_denoising
OCR with Pytesseract and OpenCV Open OCR
Donut Open OCR document-parsing
InstructPix2Pix with Diffusers Open text-to-image stable-diffusion
Deforum Open stable-diffusion text-to-video interpolation
In-painting, Image-to-Image, Depth-to-Image, SD Diffusers Open text-to-image stable-diffusion
Stable Diffusion Custom Model Open text-to-image stable-diffusion
TPU Stable Diffusion Fast Jax Open text-to-image stable-diffusion
AltDiffusion M9 Multilingual CLIP Open text-to-image stable-diffusion
Fine-tuned VAE Decoder Compare Stable Diffusion Open text-to-image stable-diffusion
Petals: Guanaco-65B, LLaMA-65B, BLOOM and BLOOMZ in Colab Open text-generation
Infinity Colab Open inpainting outpainting text-to-image stable-diffusion
Music Video Killed The Radio Star, Defusion Open text-to-video stable-diffusion
Interpreting Stable Diffusion Using Cross Attention, DAAM, Diffusers Open text-to-image stable-diffusion
Deepfloyd IF Free Tier Google Colab Open text-to-image stable-diffusion
Segment Anything Open image-segmentation
Microsoft Bringing Old Photo Back to Life Open image-restoration
UniColoror: A Unified Framework for Multi-Modal Colorization with Transformer Open image-restoration
DISCO: Disentangled Image Colorization via Global Anchors Open image-restoration
DeOldify Colab Open image-restoration
DeOldify VideoColorizer Colab Open video-restoration
Deep Exemplar-based Video Colorization Open video-restoration
BLOOM BigScience with bitsandbytes int8 Open text-generation
OPT Open Pre-trained Transformers Open text-generation
LLaMA 4-bit Quantization Open text-generation GPTQ
ChatPDF h2ogpt Open text-generation
Diarization Whisper and Pyannote Transcripts with Speaker Names Open speech-to-text diarization
NER Biomedical with Stanza and Summarization Open text-generation
Wav2Vec2 Transcription Open speech-to-text
Fix Grammar, Punctuation Correction, Language Detection Open text-generation
FILM: Video Generation Open interpolation
PyTTI Tools and FiLM Open interpolation
SAHI and Detectron2 Open object-detection
SAHI Inference for YOLOv5 Open object-detection
DE-DETR, Panoptic, and Others Open object-detection image-segmentation
Detectron2 Tutorial Open object-detection segmentation
Detic_clip and Detectron2 Open object-detection segmentation
U-2-Net Demonstration Colab 2 Open background-removal
U-2-Net Step by Step Demonstration Open background-removal
DIS Ichotomous Image Segmentation Open background-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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