Instructional Material
Python for Machine Learning with Numpy, Pandas & Matplotlib
Python for Machine Learning with Numpy, Pandas & Matplotlib, Learn to Code in Python and How to use NumPy, Pandas, Matplotlib and Seaborn by real time Machine Learning project. Are you ready to start your path to becoming a Data Scientist or ML Engineer? This comprehensive course will be your guide to learning how to use the power of Python to analyze data, create beautiful visualizations, and use powerful machine learning algorithms! Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world's most interesting problems!
IIT Roorkee Offers 5-Month Online Course on Data Science & Machine Learning
The Indian Institute of Technology (IIT), Roorkee is offering a five-month online course on data science and machine learning (ML). The course is conducted by Imarticus Learning in association with iHUB DivyaSampark to enable candidates to leverage data Science and ML for effective decision-making. Prof Sudeb Dasgupta, project director of iHUB DivyaSampark said in a press release, "We bring iHUB DivyaSampark's expertise in building outstanding programs with IITs and Imarticus' technical expertise to deliver an outstanding learning experience through a holistic approach. Together, we envision creating a skilled workforce for innovation and digital growth." For more information, go through the brochure.
An In-Depth Tutorial on the F-Score For NER
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Data Science & Deep Learning for Business 20 Case Studies
Welcome to the course on Data Science & Deep Learning for Business 20 Case Studies! This course teaches you how Data Science & Deep Learning can be used to solve real-world business problems and how you can apply these techniques to 20 real-world case studies. Traditional Businesses are hiring Data Scientists in droves, and knowledge of how to apply these techniques in solving their problems will prove to be one of the most valuable skills in the next decade! "I'm only half way through this course, but i have to say WOW. It's so far, a lot better than my Business Analytics MSc I took at UCL. The content is explained better, it's broken down so simply. Some of the Statistical Theory and ML theory lessons are perhaps the best on the internet! "It is pretty different in format, from others.
Google unveils the world's largest publicly available machine learning hub
Google I/O 2022, Google's largest developer conference, kicked off with a keynote speech from Alphabet CEO Sundar Pichai. The keynote speech had major announcements including the launch of Pixel watch, updates on PaLM and LaMDA, advancements in AR and immersive technology etc. Let us look at the key highlights. "Recently we announced plans to invest USD 9.5 billion in data centers and offices across the US. One of our state-of-the-art data centers is in Mayes County, Oklahoma. I'm excited to announce that, there, we are launching the world's largest, publicly-available machine learning hub for our Google Cloud customers," Sundar Pichai said.
Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization
Wang, Hao, Yang, Kaifeng, Affenzeller, Michael, Emmerich, Michael
This work provides the exact expression of the probability distribution of the hypervolume improvement (HVI) for bi-objective generalization of Bayesian optimization. Here, instead of a single-objective improvement, we consider the improvement of the hypervolume indicator concerning the current best approximation of the Pareto front. Gaussian process regression models are trained independently on both objective functions, resulting in a bi-variate separated Gaussian distribution serving as a predictive model for the vector-valued objective function. Some commonly HVI-based acquisition functions (probability of improvement and upper confidence bound) are also leveraged with the help of the exact distribution of HVI. In addition, we show the superior numerical accuracy and efficiency of the exact distribution compared to the commonly used approximation by Monte-Carlo sampling. Finally, we benchmark distribution-leveraged acquisition functions on the widely applied ZDT problem set, demonstrating a significant advantage of using the exact distribution of HVI in multi-objective Bayesian optimization.
Learn the World's Most Popular Programming Language
In 2022, the world's most popular programming language is one that has been around for decades. Python has stood the test of time by remaining massively scalable, eminently user-friendly, and so general-purpose it's trusted to build everything from websites to machine learning algorithms. If you want to learn to code, Python is a great place to begin. And The Complete 2022 Python Programmer Bundle can help you get started. This eight-course bundle takes a broad approach to Python, starting you with the basics before delving into a number of specific use-cases.
How new-age tech courses and careers are redefining the future of jobs
New-age careers like cloud reliability engineer, Artificicial Intelligence (AI) architect, malware analyst, digital transformation specialists and many others have taken the job market by storm. These choices have been fuelled by tech courses like Data Science, DevOps, Cloud Computing, AI and and Machine Learning, Cybersecurity resulting in a huge demand for online certifications from ed-tech platforms who have collaborated with distinguished educational institutions. But is this change here to stay and what is its impact? The online education market is expected to touch Rs 360 billion by 2024, up from Rs 39 billion, according to a recent report by data firm'Research and Markets.' With a futuristic approach, DevOps as a system encompasses everything from organization to culture, processes, and tools and its adoption is growing rapidly.