Marco Cesar Prado Soares's repositories
steelindustrysimulator
A simulator for process improvement training, based on Google Colab
colabutils
A simplified version of Industrial Data Science Workflow for working with Google Colab utility functions.
IndustrialDataScienceWorkflow
Industrial Data Science Workflow: full workflow for ETL, statistics, and Machine learning modelling of (usually) time-stamped industrial facilities data.
IndustrialDataScience_DataExtraction
Workflow for extracting and pre-processing data collected from industrial facilities in different forms, like IP21 database
IndustrialDataScience_ETL_Workflow
Workflow for extracting, transforming and loading time-series data collected from industrial facilities
IndustrialDataScience_ML_Modelling_Workflow
Machine learning modelling workflow for time-stamped industrial facilities data
esg_index_manager_inPowerApps
A complete data integration and visualization solution for ESG indices using Power Apps and Power BI, from Microsoft Power Platform
img_examples_guides
Repository of image examples used in the IDSW code.
scikit-llm
Seamlessly integrate powerful language models like ChatGPT into scikit-learn for enhanced text analysis tasks.
Machine_Learning_fabioMaia
Simple implementation of most common machine learning algorithms
portion
portion, a Python library providing data structure and operations for intervals.
IndustrialDataScience_TextPreprocessing
Workflow for preprocessing text and categorical data.
tf_obj_detection_api
Models and examples built with TensorFlow
MobileNetV2TensorFlow
Object Localization: MobileNetV2 and OpenCV for finding bounding boxes on caltech_birds2010 dataset using TensorFlow. From the course Advanced Computer Vision with TensorFlow, DeepLearning.AI, Coursera, Week 1 - Concepts in Computer Vision
CNNsForImgClassAndLocalization
Image Classification and Object Localization: Convolutional Neural Networks for finding bounding boxes. From the course Advanced Computer Vision with TensorFlow, DeepLearning.AI, Coursera, Week 1 - Concepts in Computer Vision
ResNet50TensorFlow
Image Classification: transfer learning with ResNet50 model in TensorFlow. From the course Advanced Computer Vision with TensorFlow, DeepLearning.AI, Coursera, Week 1 - Concepts in Computer Vision
InceptionTensorFlow
Image Classification: transfer learning with Inception model in TensorFlow. From the course Advanced Computer Vision with TensorFlow, DeepLearning.AI, Coursera, Week 1 - Concepts in Computer Vision
distributedTrainingTensorFlow
Distributed Training in TensorFlow: image classification through multiple-core GPUs and TPUs. From the course Custom and Distributed Training with TensorFlow, DeepLearning.AI, Coursera, Week 4 - Distributed Training
graphModeTensorFlow
Graph Mode in TensorFlow: autographs and computer vision. From the course Custom and Distributed Training with TensorFlow, DeepLearning.AI, Coursera, Week 3 - Graph Mode
customTrainingTensorFlow
Custom Training in TensorFlow: CV and cancer prediction. From the course Custom and Distributed Training with TensorFlow, DeepLearning.AI, Coursera, Week 2 - Custom Training
GradientTapeTensorsTF
Gradient Tape and Tensor Operations in TensorFlow. From the course Custom and Distributed Training with TensorFlow, DeepLearning.AI, Coursera, Week 1 - Differentiation and Gradients
customCallbacks_TensorFlow
Creating custom Callbacks in TensorFlow. From the course Custom Models, Layers, and Loss Functions with TensorFlow, DeepLearning.AI, Coursera, Week 5 - Callbacks
DeepWide_custom_net
Build a Deep and Wide Custom Neural Network in TensorFlow. From the course Custom Models, Layers, and Loss Functions with TensorFlow, DeepLearning.AI, Coursera, Week 4 - Custom Models
ResNet_image_classification
Image Classification with Residual Network (ResNet) in TensorFlow. From the course Custom Models, Layers, and Loss Functions with TensorFlow, DeepLearning.AI, Coursera, Week 4 - Custom Models
VGG_Network_image_classification
Image Classification with VGG Network in TensorFlow. From the course Custom Models, Layers, and Loss Functions with TensorFlow, DeepLearning.AI, Coursera, Week 4 - Custom Models
baseball-hist-dash
MLB Data Explorer
quadraticLayerTensorFlow
Implementation of Quadratic Layer for image classification in TensorFlow. From the course Custom Models, Layers, and Loss Functions with TensorFlow, DeepLearning.AI, Coursera, Week 3 - Custom Layers