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

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

Repository files navigation

InsightSolver:

License

Questions and Discussions

About

Releases

Packages

Languages

Name		Name	Last commit message	Last commit date
Latest commit History 159 Commits
assets		assets
.gitignore		.gitignore
AltDiffusion_m9_multilingual_CLIP_model_DEMO.ipynb		AltDiffusion_m9_multilingual_CLIP_model_DEMO.ipynb
BLOOM_BigScience_bitsandbytes_int8.ipynb		BLOOM_BigScience_bitsandbytes_int8.ipynb
Background_removal_DIS_Ichotomous_Image_Segmentation.ipynb		Background_removal_DIS_Ichotomous_Image_Segmentation.ipynb
Background_removal_U_2_Net_Demonstration_Colab_2.ipynb		Background_removal_U_2_Net_Demonstration_Colab_2.ipynb
Background_removal_U_2_Net_Step_by_Step_Demonstration_Colab_1_demo.ipynb		Background_removal_U_2_Net_Step_by_Step_Demonstration_Colab_1_demo.ipynb
ChatPDF_h2ogpt.ipynb		ChatPDF_h2ogpt.ipynb
ControlNet.ipynb		ControlNet.ipynb
CrossAttention_SD_koiboi.ipynb		CrossAttention_SD_koiboi.ipynb
Deepfloyd_IF_free_tier_google_colab.ipynb		Deepfloyd_IF_free_tier_google_colab.ipynb
Detic_clip_and_detectron2.ipynb		Detic_clip_and_detectron2.ipynb
Diffusers_stable_diffusion_custom_model.ipynb		Diffusers_stable_diffusion_custom_model.ipynb
DreamBooth_Stable_Diffusion.ipynb		DreamBooth_Stable_Diffusion.ipynb
Fine_tuned_VAE_decoder_compare_Stable_Diffusion.ipynb		Fine_tuned_VAE_decoder_compare_Stable_Diffusion.ipynb
Fix_grammar__punctuation_correction__languaje_detection.ipynb		Fix_grammar__punctuation_correction__languaje_detection.ipynb
ImageColorizer_DISCO_Disentangled_Image_Colorization_via_Global_Anchors.ipynb		ImageColorizer_DISCO_Disentangled_Image_Colorization_via_Global_Anchors.ipynb
ImageColorizer_DeOldify_ColabStable.ipynb		ImageColorizer_DeOldify_ColabStable.ipynb
ImageColorizer_UniColoror__A_Unified_Framework_for_Multi_Modal_Colorization_with_Transformer.ipynb		ImageColorizer_UniColoror__A_Unified_Framework_for_Multi_Modal_Colorization_with_Transformer.ipynb
Image_Colorizer_and_fix_of_Microsoft_Bringing_Old_Photo_Back_to_Life.ipynb		Image_Colorizer_and_fix_of_Microsoft_Bringing_Old_Photo_Back_to_Life.ipynb
Image_Restoration__Super_Resolution__Real_ESRGAN_and_GFPGAN.ipynb		Image_Restoration__Super_Resolution__Real_ESRGAN_and_GFPGAN.ipynb
Image_Super_Resolution_latent_upscaler.ipynb		Image_Super_Resolution_latent_upscaler.ipynb
Image_generation_outpainting_inpainting_StableDiffusion_infinity_colab.ipynb		Image_generation_outpainting_inpainting_StableDiffusion_infinity_colab.ipynb
Imagesegmentation_detectionlevel_pixel_de_DETR_panoptic_and_others.ipynb		Imagesegmentation_detectionlevel_pixel_de_DETR_panoptic_and_others.ipynb
In_painting__image_to_image__depth_to_image__SD_diffusers.ipynb		In_painting__image_to_image__depth_to_image__SD_diffusers.ipynb
InstructPix2Pix_using_diffusers.ipynb		InstructPix2Pix_using_diffusers.ipynb
Interpreting_Stable_Diffusion_Using_Cross_Attention__DAAM_Diffusers.ipynb		Interpreting_Stable_Diffusion_Using_Cross_Attention__DAAM_Diffusers.ipynb
InverseCrossAttention_SD.ipynb		InverseCrossAttention_SD.ipynb
LICENSE		LICENSE
LLM_Inference__GGUF__WizardCoder_Python_34B.ipynb		LLM_Inference__GGUF__WizardCoder_Python_34B.ipynb
LLM_Inference_with_AutoGPTQ_WizardCoder_15B.ipynb		LLM_Inference_with_AutoGPTQ_WizardCoder_15B.ipynb
LLM_Inference_with_llama_cpp_python__Llama_2_13b_chat.ipynb		LLM_Inference_with_llama_cpp_python__Llama_2_13b_chat.ipynb
LLaMA_4_bit_quantization.ipynb		LLaMA_4_bit_quantization.ipynb
Latent_Consistency_Models.ipynb		Latent_Consistency_Models.ipynb
LoRA_Stable_Diffusion__Low_Rank_Adaptation_of_Large_Language_Models.ipynb		LoRA_Stable_Diffusion__Low_Rank_Adaptation_of_Large_Language_Models.ipynb
MAXIM__Image_Denoising__Low_light_enhancement__Image_retouching__Dehazing_indoors__Dehazing_outdoors__Image_deraining__Image_deblurring.ipynb		MAXIM__Image_Denoising__Low_light_enhancement__Image_retouching__Dehazing_indoors__Dehazing_outdoors__Image_deraining__Image_deblurring.ipynb
Massively_Multilingual_Speech_MMS.ipynb		Massively_Multilingual_Speech_MMS.ipynb
N2V_for_Image_Denoising_of_Single_Channel_Images__Training_and_Inference.ipynb		N2V_for_Image_Denoising_of_Single_Channel_Images__Training_and_Inference.ipynb
NER_biomedical_with_stanza_and_summarization.ipynb		NER_biomedical_with_stanza_and_summarization.ipynb
OCR_Document_Parsing_Donut.ipynb		OCR_Document_Parsing_Donut.ipynb
OCR_with_Pytesseract_and_OpenCV.ipynb		OCR_with_Pytesseract_and_OpenCV.ipynb
OPT_Open_Pre_trained_Transformers.ipynb		OPT_Open_Pre_trained_Transformers.ipynb
Petals_and_Together_BLOOM_176B_GPU_Colab.ipynb		Petals_and_Together_BLOOM_176B_GPU_Colab.ipynb
README.md		README.md
SAHI_and_Detectron2.ipynb		SAHI_and_Detectron2.ipynb
SAHI_inference_for_yolov5.ipynb		SAHI_inference_for_yolov5.ipynb
SD3.ipynb		SD3.ipynb
SDXL_0_9.ipynb		SDXL_0_9.ipynb
SDXL_1_0_with_T2I_Adapter_ControlNet_Inpainting_Train_Lora.ipynb		SDXL_1_0_with_T2I_Adapter_ControlNet_Inpainting_Train_Lora.ipynb
SadTalker.ipynb		SadTalker.ipynb
SeamlessM4T.ipynb		SeamlessM4T.ipynb
Segment_Anything.ipynb		Segment_Anything.ipynb
Segmentation_demos__metaseg_segGPT_Prismer.ipynb		Segmentation_demos__metaseg_segGPT_Prismer.ipynb
Stable_Diffusion_Web_UI_Alternatives_in_Colab.ipynb		Stable_Diffusion_Web_UI_Alternatives_in_Colab.ipynb
Style_tranfer_VToonify_inference_playground.ipynb		Style_tranfer_VToonify_inference_playground.ipynb
Subtitles_transcript_and_translate_for_video_or_audio__Whisper.ipynb		Subtitles_transcript_and_translate_for_video_or_audio__Whisper.ipynb
TPU_Stable_Diffusion_fast_jax.ipynb		TPU_Stable_Diffusion_fast_jax.ipynb
TrainNewConceptImageDetection_OTHER_Detectron2_Tutorial.ipynb		TrainNewConceptImageDetection_OTHER_Detectron2_Tutorial.ipynb
VideoColorizer_DeOldify_Colab.ipynb		VideoColorizer_DeOldify_Colab.ipynb
VideoColorizer_Deep_Exemplar_based_Video_Colorization.ipynb		VideoColorizer_Deep_Exemplar_based_Video_Colorization.ipynb
Video_Image_Restoration_CodeFormer.ipynb		Video_Image_Restoration_CodeFormer.ipynb
Video_generation_Deforum_Stable_Diffusion__Interpolation_animation.ipynb		Video_generation_Deforum_Stable_Diffusion__Interpolation_animation.ipynb
Video_generation_FILM_with_Pause,_Loops,_and_Reverse_v1_4.ipynb		Video_generation_FILM_with_Pause,_Loops,_and_Reverse_v1_4.ipynb
Video_generation_Interpolation_PyTTI_Tools__FiLM.ipynb		Video_generation_Interpolation_PyTTI_Tools__FiLM.ipynb
Video_generation_Music_Video_Killed_The_Radio_Star_Defusion.ipynb		Video_generation_Music_Video_Killed_The_Radio_Star_Defusion.ipynb
Video_segmentation_and_inpainting_Track_anything_colab.ipynb		Video_segmentation_and_inpainting_Track_anything_colab.ipynb
Wonder_3D.ipynb		Wonder_3D.ipynb
diarization_whisper_and_pyannote_transcripts_with_speaker_names.ipynb		diarization_whisper_and_pyannote_transcripts_with_speaker_names.ipynb
wav2vec2_transcript_HuggingFace.ipynb		wav2vec2_transcript_HuggingFace.ipynb

License

R3gm/InsightSolver-Colab

Folders and files

Latest commit

History

Repository files navigation

InsightSolver:

License

Questions and Discussions

About

Topics

Resources

License

Stars

Watchers

Forks

Releases

Packages 0

Languages

Packages