Hands-On Data Science and Python Machine Learning (e-book)

Hands-On Data Science and Python Machine Learning (e-book) - Opis

Join Frank Kane, who worked on Amazon and IMDb’s machine learning algorithms, as he guides you on your first steps into the world of data science. Hands-On Data Science and Python Machine Learning gives you the tools that you need to understand and explore the core topics in the field, and the confidence and practice to build and analyze your own machine learning models. With the help of interesting and easy-to-follow practical examples, Frank Kane explains potentially complex topics such as Bayesian methods and K-means clustering in a way that anybody can understand them.Based on Frank’s successful data science course, Hands-On Data Science and Python Machine Learning empowers you to conduct data analysis and perform efficient machine learning using Python. Let Frank help you unearth the value in your data using the various data mining and data analysis techniques available in Python, and to develop efficient predictive models to predict future results. You will also learn how to perform large-scale machine learning on Big Data using Apache Spark. The book covers preparing your data for analysis, training machine learning models, and visualizing the final data analysis. Spis treści: 1. Getting Started2. Statistics and Probability Refresher and Python Practice3. Matplotlib and Advanced Probability Concepts4. Predictive Models5. Machine Learning with Python6. Recommender Systems7. More Data Mining and Machine Learning Techniques8. Dealing with Real-World Data9. Apache Spark: Machine Learning on Big Data10. Testing and Experimental Design O autorze: Frank Kane has spent (...) więcej nine years at Amazon and IMDb, developing and managing the technology that automatically delivers product and movie recommendations to hundreds of millions of customers all the time. He holds 17 issued patents in the fields of distributed computing, data mining, and machine learning. In 2012, Frank left to start his own successful company, Sundog Software, which focuses on virtual reality environment technology and teaches others about big data analysis. mniej