DATA SCIENCE ONLINE TRAINING

KITS Online Training Institute provide best Data Science online training by our highly professional and certified trainers. Data science is an interdisciplinary field about processes and systems to extract knowledge or insights from detain various forms, either structured or unstructured, which is a continuation of some of the data analysis fields such as statistics, machine learning, data mining, and predictive analytics, similar to Knowledge Discovery in Databases (KDD). We  also do corporate training’s and help the companies to train their employees. We also resolve many queries for the clients by providing real time support. We are also provide related Course of Data Science with R Programming.

Data Science Online Training Course Content

Introduction to Data Science with Python

  • What is Data Science?
  • Why Python for data science?
  • Relevance in industry and need of the hour
  • How leading companies are harnessing the power of Data Science with Python?
  • Different phases of a typical Analytics/Data Science projects and role of python
  • Anaconda vs. python

Python Essentials (Core)

  • Overview of Python- Starting with Python
  • Introduction to installation of Python
  • Introduction to Python Editors & IDE’s(Canopy, pycharm, Jupyter, Rodeo, Ipython etc…)
  • Understand Jupyter notebook
  • Concept of Packages/Libraries – Important packages(NumPy, SciPy, scikit-learn, Pandas,

Matplotlib, etc)

  • Installing & loading Packages & Name Spaces
  • Data Types & Data objects/structures (strings, Tuples, Lists, Dictionaries)
  • List and Dictionary Comprehensions
  • Variable & Value Labels – Date & Time Values
  • Basic Operations – Mathematical – string – date
  • Reading and writing data
  • Control flow & conditional statements

Accessing/Importing and Exporting Data using python modules

  • Importing Data from various sources (Csv, txt, excel, access etc)
  • Database Input (Connecting to database)
  • Exporting Data to various formats
  • Important python modules: Pandas

Data Manipulation – cleansing – Munging using Python modules

  • Cleansing Data with Python
  • Data Manipulation steps(Sorting, filtering, duplicates, merging, appending, subsetting,

derived variables, sampling, Data type conversions, renaming, formatting etc)

  • Python Built-in Functions (Text, numeric, date, utility functions)
  • Python User Defined Functions
  • Stripping out extraneous information
  • Normalizing data
  • Formatting data
  • Important Python modules for data manipulation (Pandas, Numpy, re, math, string,

datetime etc)

Data Analysis – Visualization using Python

  • Introduction exploratory data analysis
  • Descriptive statistics, Frequency Tables and summarization
  • Univariate Analysis (Distribution of data & Graphical Analysis)
  • Bivariate Analysis (Cross Tabs, Distributions & Relationships, Graphical Analysis)

Data Analysis – Visualization using Python

  • Creating Graphs- Bar/pie/line chart/histogram/ boxplot/ scatter/ density etc)

Basic statistics & implementation of stats methods in python

  • Basic Statistics – Measures of Central Tendencies and Variance
  • Building blocks – Probability Distributions – Normal distribution – Central Limit

Theorem

  • Inferential Statistics -Sampling – Concept of Hypothesis Testing
  • Statistical Methods – Z/t-tests (One sample, independent, paired), Anova,

Correlation and Chi- square

  • Important modules for statistical methods: Numpy, Scipy, Pandas

Python: Machine Learning -Predictive Modeling – Basics

  • Introduction to Machine Learning & Predictive Modeling
  • Types of Business problems – Mapping of Techniques – Regression vs. classification vs.

segmentation vs. Forecasting

  • Major Classes of Learning Algorithms -Supervised vs Unsupervised Learning
  • Different Phases of Predictive Modeling (Data Pre- processing, Sampling, Model

Building, Validation)

  • Overfitting (Bias-Variance Trade off) & Performance Metrics
  • Feature engineering & dimension reduction
  • Concept of optimization & cost function
  • Concept of gradient descent algorithm
  • Concept of Cross validation(Bootstrapping, K-Fold validation etc)
  • Model performance metrics (R-square, RMSE, MAPE, AUC, ROC curve, recall, precision,

sensitivity, specificity, confusion metrics )

Machine Learning Algorithms & Applications – Implementation in Python

  • Segmentation – Cluster Analysis (K-Means)
  • Decision Trees (CART/CD 5.0)
  • Ensemble Learning (Random Forest, Bagging & boosting)
  • Artificial Neural Networks(ANN)
  • Support Vector Machines(SVM)
  • Other Techniques (KNN, Naïve Bayes, PCA)
  • Introduction to Text Mining using NLTK
  • Introduction to Time Series Forecasting (Decomposition & ARIMA)
  • Linear & Logistic Regression
  • Clustering using K means

Important python modules for Machine Learning (SciKit Learn, stats models, nltk etc)

Fine tuning the models using Hyper parameters, grid search, piping etc.

  • Project – Consolidate Learnings:
  • Applying different algorithms

to solve the business

problems and bench mark

the results

 

HighlightsData Science Online training:-

*  Very in depth course material with Real Time Scenarios for each topic with its Solutions for Data Science Online Trainings.

*  We Also provide Case studies  for Data Science Online Training.

*  We do Schedule the sessions based upon your comfort by our Highly Qualified Trainers and Real time Experts.

*  We provide you with your recorded session for further Reference.

* We also provide Normal Track, Fast Track and Weekend Batches also for Data Science Online Training.

* We also provide Cost Effective and Flexible Payment Schemes.

Contact For More Information On Data Science Online Training       data science enquiry

Data Science Online Training Overall rating: ★★★★☆ 4.4 based on 438 reviews.
5 1

data science enquiry

Request for demo

data science enquiry

Write A Review 

Name
Email
Review Title
Rating
Review Content

Abinitio Training

★★★★★
I Have joined for Course with Kits Technologies course.I am completely confident enough in my subject. I never thought Abinitio is SO BIG and huge!!!Loved learning it for about few week and quite happy now. Thanks Kits Team
- Ramesh

Sccm

★★★★★
Sccm training done in a good way
- Phani

Oracle DBA Online Training

★★★★☆
I have completed AWS Online Training From KITS Online Trainings. my trainer such a knowledgeable person. He taught a concepts easy and understandable manner. I am getting day by day update and easy understanding. Thank for the wonderful opportunity
- John

Best Training Instittue

★★★★★
Very nice material and course video available for your reference anytime. I repeatedly watched videos to learn required knowledge. Anyone would definitely miss out the physical presence inside the class while attending the course . I had lot of disturbance at home while class was going on and it didn't give me any seriousness about subject as I didn't see anyone looking at me if I am listening! This factor, someone is looking at me would definitely make me concentrate subject. Also 4 (four) hours of coaching online and very less interaction with people around makes very less impressive learning
- Rajesh

My Favourite Training Instittue

★★★★★
My learning with KITS Online Trainings was Golden Gate and SAP Basis training and exam preparation It’s been a worthwhile learning experience - the course was easier to understand than and helped memory retention. Also the online support team were so kind and helpful-when i ran out of time and my exam was a month away they extended my access for extra 30 days. Success all the way
- mandeep

sql server dba

★★★★★
I am Srinivas bolla. I took SQL Database Administrator Online training in Kits online trainings. actually I don’t have knowledge about IT sector, When I was approach Kits online trainings. They gave me well support and training. I learnt a lot from them very well experienced faculty.. very much satisfied for the training. I am happy to say my topics are very clear now. I have no doubt about SQL DBA am very thankful to the whole team of Kits online trainings for providing a Excellent training..
- Srinivas

Other Related Courses