Tag: deep learning
iPython NotebooksCheat Sheets / References, Learning Guides, Etc. / Tutorial
From GitHub: “This repo contains various iPython notebooks I’ve created to experiment with libraries and work through exercises, and explore subjects that I find interesting.” The notebooks include: Popular Python data science libraries NumPy SciPy Matplotlib Pandas Statsmodels Scikit-learn Seaborn NetworkX PyMC NLTK DEAP Genism Machine Learning Exercises Tensorflow Deep Learning Exercises Spark Big Data Labs Miscellaneous
Learning AI if You Suck at MathCurricula / References, Learning Guides, Etc.
From Hackernoon: “If you’re like me, you’re fascinated with AI. Maybe you’d love to dig deeper and get an image recognition program running in TensorFlow or Theano? Perhaps you’re a kick-ass developer or systems architect and you know computers incredibly well but there’s just one little problem: You suck at math. That’s all right! I share your dirty little secret and I have some books and websites that will really … Continue Reading
Global Artificial Intelligence ConferenceConferences / Gatherings and Organizations
Upcoming Event: January 17-19, 2018 Santa Clara, CA From Global AI Conference’s website: “Global Big Data Conference’s vendor agnostic Global Artificial Intelligence(AI) Conference is for all industry verticals(Finance, Retail/E-Commerce/M-Commerce, Healthcare/Pharma/BioTech, Energy, Education, Insurance, Manufacturing, Telco, Auto, Hi-Tech, Media, Agriculture, Chemical, Government, Transportation etc.). It will be the largest vendor agnostic conference in AI space. The Conference allows practitioners to discuss AI through effective use of various techniques.” 2018 Agenda Registration
Zero to Deep Learning with Python and KerasCourses / Self-paced online course
From Udemy: “Understand and build Deep Learning models for images, text, sound and more using Python and Keras. What Will I Learn? To describe what Deep Learning is in a simple yet accurate way To explain how deep learning can be used to build predictive models To distinguish which practical applications can benefit from deep learning To install and use Python and Keras to build deep learning models To apply deep … Continue Reading
Machine Learning A-Z: Hands-On Python & R In Data ScienceCourses / Self-paced online course
From Udemy: “Learn to create Machine Learning Algorithms in Python and R from two Data Science experts. Code templates included. What Will I Learn: Master Machine Learning on Python & R Have a great intuition of many Machine Learning models Make accurate predictions Make powerful analysis Make robust Machine Learning models Create strong added value to your business Use Machine Learning for personal purpose Handle specific topics like Reinforcement Learning, NLP … Continue Reading
Comprehensive learning path – Data Science in PythonCurricula / References, Learning Guides, Etc.
From Analytics Vidhya: “So, you want to become a data scientist or may be you are already one and want to expand your tool repository. You have landed at the right place. The aim of this page is to provide a comprehensive learning path to people new to python for data analysis. This path provides a comprehensive overview of steps you need to learn to use Python for data analysis. … Continue Reading
The Open Source Data Science MastersCurricula / References, Learning Guides, Etc.
“The open-source curriculum for learning Data Science. Foundational in both theory and technologies, the OSDSM breaks down the core competencies necessary for making use of data. The Internet is Your Oyster. With Coursera, ebooks, Stack Overflow, and GitHub — all free and open — how can you afford not to take advantage of an open source education?” This program consists of a list of courses and resources. The curriculum covers: … Continue Reading
Hands-On Machine Learning with Scikit-Learn and TensorFlowBooks / physical books or multiple formats
From Amazon: “Perhaps you would like to give your homemade robot a brain of its own? Make it recognize faces? Or learn to walk around? Or maybe your company has tons of data (user logs, financial data, production data, machine sensor data, hotline stats, HR reports, etc.), and more than likely you could unearth some hidden gems if you just knew where to look…. This book assumes that you know close … Continue Reading
2017 Event: June 20th-24th – Berkeley, CA Accepted Talks and Workshops for 2017 Videos from JuliaCon 2016
DataCamp – Deep Learning in PythonCourses / Interactive tutorial style course
From DataCamp: “Artificial neural networks (ANN) are a biologically-inspired set of models that facilitate computers learning from observed data. Deep learning is a set of algorithms that use especially powerful neural networks. It is one of the hottest fields in data science, and most state-of-the-art results in robotics, image recognition and artificial intelligence (including the famous AlphaGo) use deep learning. In this course, you’ll gain hands-on, practical knowledge of how to … Continue Reading