Google Research’s Post

#snsinstutions #snsdesignthinkers #designthinking Multi-Layer Perceptron Learning in Tensorflow In this article, we will understand the concept of a multi-layer perceptron and its implementation in Python using the TensorFlow library. Multi-layer Perceptron Multi-layer perception is also known as MLP. It is fully connected dense layers, which transform any input dimension to the desired dimension. A multi-layer perception is a neural network that has multiple layers. To create a neural network we combine neurons together so that the outputs of some neurons are inputs of other neurons.

YOLOv3(You only look once): It's a real-time object detection algorithm that is used to identify a specific object in videos, live feeds, or images. It uses CNN(Convolutional Neural Network) for object detection. You can use built-in datasets or custom datasets for real-time object detection. You can use Python as a programming language to implement YOLOv3. As a code editor, you can use Google-Colabrotory, Jupiter Notebook, or Kaggle. #artificialintelligence #yolov3 #cnn #machinelearning #python #googlecolab

🌟 Introducing My Latest Self-Project! 🌟 Hey LinkedIn community! 👋 I'm thrilled to unveil my latest passion project: Puzzle Game using OpenCV-Python. Get the hidden figures out from an abstract image. Learning Computer Vision, Image Processing and Machine Learning. #SelfProject #Innovation #PassionProject #SkillsDevelopment #PersonalGrowth #LinkedInCommunity #computervision #python #ml #imageprocessing

In my recently published paper, we employed classification techniques to detect the presence of heart disease. We developed a prediction model using Neural Networks, Decision Trees, and Bayesian Classifiers. Our methodology followed a constructive design, anticipating the development of a software package for the most effective classifier. We utilized various coding frameworks and libraries, including IPython, NumPy, Pandas, Matplotlib, Python, and SciPy, to train the algorithms. The performance of each model was evaluated and compared https://lnkd.in/dcT7RC3X

Theano: The Game-Changer in Machine Learning Algorithms Exciting news! Check out our latest blog post on "Theano: The Game-Changer in Machine Learning Algorithms." 🚀 Discover how Theano, an open-source Python library, has transformed the field of machine learning. Learn about its key features, including symbolic expression, efficient computation, GPU support, and seamless integration with other libraries. See how Theano has accelerated training, enabled automatic differentiation, and fostered a vibrant community and ecosystem. Ready to dive deep into the world of machine learning? Read the full article here: [link](https://ift.tt/8YAutzU) #Theano #MachineLearning #DeepLearning #DataScience #Python #Analytics #AI #DataAnalysis #InstaDataHelp https://ift.tt/8YAutzU

Happy to announce the release of my latest book, "Principles of Soft Computing Using Python Programming," published by Wiley-IEEE Press! 🌐 Key Highlights: ✨ In-depth coverage of fuzzy logic, neural networks, genetic algorithms, and more. 🖥️ Practical examples and hands-on exercises in Python for real-world application. 📘 Insights into the latest trends and advancements in soft computing. #SoftComputing #PythonProgramming #WileyIEEEPress #techinnovation

Recently, I worked on a project using OpenCV aimed at solving a jigsaw puzzle. This project was not just a technical challenge but an adventure into the depths of image processing and computer vision. Utilizing OpenCV, we developed a system to align and solve a jigsaw puzzle, offering me invaluable insights into the complexities of feature detection and image manipulation. Key Insights and Skills Enhanced: Advanced Feature Detection: Employing SIFT (Scale-Invariant Feature Transform), I learned to identify and match intricate features across different images. Image Transformation & Homography: Knowing the concepts of image transformation and homography, we were able to align puzzle pieces accurately with the hint image. Performance Optimization: The project emphasized the importance of efficient algorithm implementation. The project was not only about enhancing technical skills but also about fostering a growth mindset, learning to navigate through challenges and complex scenarios. Stay tuned as I'll be diving into the details of this project soon. #opencv #computervision #imageprocessing #python

My review of Machine Learning has been published in Europhysics Letters (EPL). In just seven pages, I cover the main concepts of machine learning and the most up-to-date modern tools. The content is not only for physicists. https://lnkd.in/dzyREEq3 #Analytics #DataScience #physics #MachineLearning #science #USP #artificialintelligence #ai #python #programming #deeplearning #coding #bigdata #computerscience #data #dataanalytics

"Picture a world where your hand movements convey as much as words. That's the realm I explore with excitement in computer vision and machine learning. Using tools like OpenCV and the MediaPipe library in Python, I've created a hand gesture recognition program. It's not just about counting fingers; it's about unlocking the potential of images. This project showcases my journey in mastering advanced image processing techniques. Motivated by real-world puzzles, I'm determined to explore the endless possibilities of computer vision✨. #ComputerVision

I tried to analyze a chest X-ray image using large language vision model, chest X-ray image taken from the Kaggle Pneumonia dataset. #diagnosis #xray #llm #gemini #python #ai #vision #computervision #experiment