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Free Machine Learning Summer Training with Analytics Vidhya

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When summer begins, all of us get excited and start planning all the fun activities that we would like to do in these a few days. Some of us, love to focus on upskill and upgrade ourselves in terms of skillset. We are happy to announce that Analytics Vidhya is launching a summer training programme for ML enthusiasts. Machine learning applications are around us everywhere. For example, when you're typing a simple email, you notice suggestions appear.


Amazon.com: Building Computer Vision Projects with OpenCV 4 and C++: Implement complex computer vision algorithms and explore deep learning and face detection: 9781838644673: Millan Escriva, David, Joshi, Prateek, G. Mendonca, Vinicius, Shilkrot, Roy: Books

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This Learning Path is your guide to understanding OpenCV concepts and algorithms through real-world examples and activities. Through various projects, you'll also discover how to use complex computer vision and machine learning algorithms and face detection to extract the maximum amount of information from images and videos. In later chapters, you'll learn to enhance your videos and images with optical flow analysis and background subtraction. Sections in the Learning Path will help you get to grips with text segmentation and recognition, in addition to guiding you through the basics of the new and improved deep learning modules. By the end of this Learning Path, you will have mastered commonly used computer vision techniques to build OpenCV projects from scratch.



[Udemy Coupon] Deep Learning Fundamentals

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Can I get a certificate after completing the course? Are there any other coupons available for this course? Note: 100% OFF Udemy coupon codes are valid for maximum 3 days only. Look for "ENROLL NOW" button at the end of the post. Disclosure: This post may contain affiliate links and we may get small commission if you make a purchase.


Artificial Intelligence (7 weeks)

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This course explores the idea of artificial intelligence (A.I.) from three different perspectives: scientific, philosophical, and cultural. The scientific perspective provides insight as to how artificial intelligence technologies work, the current limitations, and supposed future potential. The philosophical perspective explores whether A.I. is good or bad, essential or dangerous, and what the future could hold. The cultural angle examines how society views A.I. and whether these views are accurate. Toward the end of the course deeper topics will be introduced including how A.I. compares to human intelligence, the singularity, and futurism.


Conditional Simulation Using Diffusion Schr\"odinger Bridges

arXiv.org Machine Learning

Denoising diffusion models have recently emerged as a powerful class of generative models. They provide state-of-the-art results, not only for unconditional simulation, but also when used to solve conditional simulation problems arising in a wide range of inverse problems. A limitation of these models is that they are computationally intensive at generation time as they require simulating a diffusion process over a long time horizon. When performing unconditional simulation, a Schr\"odinger bridge formulation of generative modeling leads to a theoretically grounded algorithm shortening generation time which is complementary to other proposed acceleration techniques. We extend the Schr\"odinger bridge framework to conditional simulation. We demonstrate this novel methodology on various applications including image super-resolution, optimal filtering for state-space models and the refinement of pre-trained networks. Our code can be found at https://github.com/vdeborto/cdsb.


Karnataka full of educational opportunities: Ashwath Narayan

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Except for medical courses, students can get seats in whichever branch of study they want in Karnataka as the State is full of educational opportunities, said Higher Education Minister C.N. Ashwath Narayan, participating in the 20th edition of The Hindu Education Plus Career Counselling 2022 on Saturday at Chowdaiah Memorial Hall here. The event saw huge turnout with close to 1,000 students and parents at the event that offered guidance from experts in fields ranging from medicine to engineering to general education and even UPSC and CET. "The gross enrolment in higher education in the State has increased by 6% in three years - to 34% in the higher education sector,'' said the Minister. Listing out the measures taken by the government to improve the sector, he said, "We are competing with the entire world, not with the neighbouring States.'' With around 17 higher education institutions, including medical and engineering colleges, available under a single roof, students and parents were seen getting information about the colleges, various courses, fee structure, infrastructure, and placement.


Introduction to Machine Learning: Supervised Learning

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In this course, you'll be learning various supervised ML algorithms and prediction tasks applied to different data. You'll learn when to use which model and why, and how to improve the model performances. We will cover models such as linear and logistic regression, KNN, Decision trees and ensembling methods such as Random Forest and Boosting, kernel methods such as SVM. Prior coding or scripting knowledge is required. We will be utilizing Python extensively throughout the course.


12 Best Deep Learning Courses on Coursera

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This is another specialization program offered by Coursera. This specialization program is for both computer science professionals and healthcare professionals. In this specialization program, you will learn how to identify the healthcare professional's problems that can be solved by machine learning. You will also learn the fundamentals of the U.S. healthcare system, the framework for successful and ethical medical data mining, the fundamentals of machine learning as it applies to medicine and healthcare, and much more. This specialization program has 5 courses. Let's see the details of the courses-