Machine learning is one of the key components of data science. This module focuses on Python, which in recent years has become very popular programming language and is widely used across data science related projects. This module has been designed to cater to ML & Python to give you a targeted learning, especially when learning on other data science platforms is not required.
Data Science with Python & Machine Learning
Data Analytics with Python & Machine Learning
Basics of Database, Types of Databases, DDL, DML, Select, Insert, Update, Delete
Joins, nth highest
Assessments:- Assignment of SQL
IDE of Python, Basics of Python, Control Structure, String, Number
List, Dictionary, Sets, Tuples, file handling, functions
Numpy, regular expressions
Pandas, Graphs( Matplotlib), init
Assessments:- Assessment of Python
Descriptive Analytics (mean, median, mode, AM, GM, HM, Quartile, Percentile, Decile, Box plot, range, MD, SD, Variance)
Covariance, Correlation, skewness, kurtosis
Hypothesis Testing (p value)( T-test, Z-test, F-test)
Regression Analysis( simple, mutiple, linear, non linear)
Assessments:- Assessment of Statistics
Classification( training, test, ROC, confusion matrix),KNN, Decision Tree
Probability, Bayes Theorem, Naive Bayes classifier
ANN, CNN, RNN
Clustering(K-Means), Association Mining
Time Series Analysis( differencing, MA, AR, ARMA, ARIMA, exponential smoothing)
Assessments:- Assessment of ML
Assessment of Excel
Formulas in Excel
Word, Microsoft powerpoint, Microsoft Vision
Assessments:- Assessment of Word Doccuments
8 Assignment;One Each Topics
1 Full Test
PROJECT & TRAINING
Our live-projects offering prepares you for a range of analytics offerings in data science domain. For this course we would work on these projects:
- Text Analytics: Appling Text Analytics on text data (twitter, online) and calculating polarization, complex words, fog index, text clusteting, text classification in Python
- CNN on Image Data: Applying deep learning in image processing, classification and identifying features in Python
USP OF PROGRAM
Curriculum created by the industry experts in collaboration with NASSCOM keeping in mind the industry needs
State-of-the-art infrastructure and fully equipped labs
NASSCOM SSC official study material
Training delivered by Certified and experienced trainers and industry experts
Certificate exam conducted by Emerging India.
What is this program about ?
This program covers key librararies and techniques in Python for better understanding of concepts in Machine Learning
What is course duration ?
The course duration is approximately 178 hours
What all topics and tools will be covered in this program ?
Python has become a very popular programming language and with its vast array of ML libraries is go-to platform for all the data scientists.