Data Science & Python - Maths, models, Stats PLUS Case Study

Learn statistics, inferential tests, supervised & unsupervised learning, data science careers PLUS Python & libraries What you'll learn: Introduce data and information conceptIdentify difference between business intelligence and data scienceUnderstand and learn process of data scienceDefine demand and challenges for data scientistsIdentify the difference between dispersion and descriptive vs inferential statistics discussionLearn after install anaconda steps to be followLearn spread of data discussion and inter quartile rangeDefine advantages of getting conditional probability based on exampleIdentify advantage of calculating z scores and other factorsLearn calculating p value and learning other factors on p valueKnow the Prerequisites and Questions for a Data ScientistLearn Types of Data AcquisitionKnow Career Aspects for a Data ScientistDiscuss Mathematical and Statistical Concepts and ExamplesLearn Descriptive and Inferential Statistics and factors of itLearn how to use Jupyter applicationCalculate variance and discussing other factorsGet Conditional Probability based on exampleLearn what is Distribution and Probability DensityLearn Z test and finding percentage under the curveCompare Mean and Variable discussionLearn what is chi squared test and discussing based on example dataLearn Data Preprocessing in PythonChecking Array and Dimension Shape and Discussing on Encode WindowLearn why is data visualization is important and how to use itLearn Parametric Methods and Algorithm Trade OffLearning Classification and Concept on learningLearn K means Clustering and AlgorithmDoing cluster and using sklearn on it and encoding other factorsLearn TP,TN,FP and FN of Confusion Matrix and Discussing accuracyLearn Classification report and calculation on encoding window on Python This course requires you to download Anaconda or Docker Desktop. If you are a Udemy Business user, please check with your employer before downloading software.Get instant access to a 135-page workbook