Complete DataScience with Python and Tensorflow
Ditulis pada: November 06, 2018
Coupon Details
Complete DataScience with Python and Tensorflow, Learn about machine learning, deep learning, text analytics using python and tensorflow
Created by Nishant Srivastava
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What you'll learn
- Learn about the basics of python as a language: basic syntax, data structure in python ,conditional statements and loops , expression and operators, Functions
- Learn about essential Python libraries for data science/ analysis e.g. Pandas, Matplotlib, Numpy
- Learn to do exploratory data analysis in Python
- Learn how to deal with categorical variables, numerical variables
- Learn about missing value analysis, outlier analysis, feature transformation etc.
- Learn about basics of machine learning : supervised/ unsupervised, regression/ classification, metrics used for regression and classification
- Learn about popular machine learning algorithms (Keep an eye on this section, this will be updated as per demand)
- Learn how decision tree, association rule, naive bayes etc. works by building them from scratch in excel (don't worry if you are not familiar with excel, everything will be explained)
- Learn how to handle text data. Learn about NLTK : Tokenization, Lemmatization etc. Learn about regex. Learn about bag of words and TF-IDF approach. Build a text classification Model
- Learn about the basics of TensorFlow
- Learn about Artifical Neural Network, Convolutional Neural Network and Recurrent Neural Network and implement it on MNIST data set
