Datascience Training:
Course Highlights:
| Course Name | Datascience Training |
|---|---|
| Type | Class Room & Online training |
| Faculty | Real time Experience |
Tsofttech is a One of the best quality training center for online, Classroom and Corporate trainings In Hyderabad . We are providing Datascience Course Online Training through world wide. Tsofttech is excellent Datascience Training center in Hyderabad. After course we will give support for certification, Resume preparation and how to prepare for interviews
Who Can Learn Datascience Training
- Professionals in Testing field
- Software Developers
- Professionals from Analytics background
- Data Warehousing Professionals
- Professionals from SAP BI background.
With the growing era of technology and need to constantly update oneself to outstand in the competitive market, Tsofttech has come to existence to provide people the knowledge about the latest trends in technology . We provide a team of trainers who will put across a thorough and detailed idea about the respective technical courses that you wish to explore .
Our work doesnot end here. Tsofttech gives an opportunity to work on real time projects which would be guided by our real time trainers. A technical back end team would always be available to answer your queries at any point of time and will also assist you to arrange your training sessions
Datascience Training Course Information
In Tsofttech all trainers are well experts and providing training with practically..Here we are teaching from basic to advance. Our real time trainers fulfill your dreams and create professionally driven environment. In Datascience Training we are providing sample live projects, materials, explaining real time scenarios, Interview skills…We are providing Best Datascience Training in Hyderabad, India
Why Tsofttech For Datascience Training ?
Tsofttech is a best training center for Datascience Training given corporate trainings to different reputed companies. In Datascience Training all sessions are teaching with examples and with real time scenarios. We are helping in real time how approach job market, Resume preparation, Interview point of preparation, how to solve problem in projects in job environment, information about job market etc.
Tsofttech also providing Datascience Class Room Training in Hyderabad and online from anywhere. We provide all recordings for classes, materials, sample resumes, and other important stuff. Datascience Course Online Training We provide online training through worldwide like India, USA, Japan, UK, Malaysia, Singapore, Australia, Sweden, South Africa, and etc. linux admin online Course Corporate Training. Tsofttech providing corporate training world wide depending on Company requirements with well experience real time experts.
DATASCIENCE COURSE CONTENT :
- Introduction about Statistics
- Different Types of Variables
- Measures of Central Tendency with examples
- Measures of Dispersion
- Probability & Distributions
- Probability Basics
- Binomial Distribution and its properties
- Poisson distribution and its properties
- Normal distribution and its properties
- Sampling methods
- Different methods of estimation
- Testing of Hypothesis & Tests
- Analysis of Variance
- Data Preparation
- Exploratory Data analysis
- Model Development
- Model Validation
- Model Implementation
- Linear Regression - Introduction - Applications
- Assumptions of Linear Regression
- Building Linear Regression Model
- Understanding standard metrics (Variable significance, R-square/Adjusted R-Square, Global hypothesis etc)
- Validation of Linear Regression Models (Re running Vs. Scoring)
- Standard Business Outputs (Decile Analysis, Error distribution (histogram), Model equation, drivers etc)
- Interpretation of Results - Business Validation - Implementation on new data
- Real time case study of Manufacturing and Telecom Industry to estimate the future revenue using the models
- Linear Regression Vs. Logistic Regression Vs. Generalized Linear Models
- Building Logistic Regression Model
- Understanding standard model metrics (Concordance, Variable significance, Hosmer Lemeshov Test, Gini, KS, Misclassification etc)
- Validation of Logistic Regression Models (Re running Vs. Scoring)
- Standard Business Outputs (Decile Analysis, ROC Curve)
- Probability Cut-offs, Lift charts, Model equation, drivers etc)
- Interpretation of Results - Business Validation - Implementation on new data
- Real time case study to Predict the Churn customers in the Banking and Retail industry
- Partial Least square Regression - Introduction - Applications
- Difference between Linear Regression and Partial Least Square Regression
- Building PLS Model
- Understanding standard metrics (Variable significance, R-square/Adjusted R-Square, Global hypothesis etc)
- Interpretation of Results - Business Validation - Implementation on new data
- Sharing the real time example to identify the key factors which are driving the Revenue
->> Logistic Regression - Introduction - Applications
->> Partial Least Square Regression
- Assumptions of PCA
- Working Mechanism of PCA
- Types of Rotations
- Standardization
- Positives and Negatives of PCA
->> Factor Analysis
->> Principle component analysis
- Decision tree vs. Random Forest
- Data Preparation
- Missing data imputation
- Outlier detection
- Handling imbalance data
- Random Record selection
- Random Forest R parameters
- Random Variable selection
- Optimal number of variables selection
- Calculating Out Of Bag (OOB) error rate
- Calculating Out of Bag Predictions
->> CHAID
->> CART
->> Difference between CHAID and CART
->> Random Forest
->> Couple of Real time use cases which are related to Telecom and Retail Industry. Identification of the Churn.
- Need for segmentation
- Criterion of segmentation
- Types of distances
- Clustering algorithms
- Hierarchical clustering
- K-means clustering
- Deciding number of clusters
- Case study
->> Segmentation for Marketing Analysis
->> Business Rules Criteria
->> Real time use case to identify the Most Valuable revenue generating Customers.
- Averages,
- Smoothening etc
- AR Models,
- ARIMA
- UCM
- ->> Hybrid Model
->> Time Series Components( Trend, Seasonality, Cyclicity and Level) and Decomposition
->> Basic Techniques
Advanced Techniques
->> Understanding Forecasting Accuracy - MAPE, MAD, MSE etc
->> Couple of use cases, To forecast the future sales of products
- Assumptions and of Naïve Bayes
- Processing of Text data
- Handling Standard and Text data
- Building Naïve Bayes Model
- Understanding standard model metrics
- Validation of the Models (Re running Vs. Scoring)
- Goal Setting
- Text Preprocessing
- Parsing the content
- Text refinement
- Analysis and Scoring
->> Gathering text data from web and other sources
Processing raw web data
Collecting twitter data with Twitter API
->> Naive Bayes Algorithm
->> Sentiment analysis
->> Use case of Health care industry, To identify the sentiment of the patients on Specified hospital by extracting the data from the TWITTER.
->> Live connectivity from R to Tableau
Generating the Reports and Charts
Here we are providing “Datascience Course Online Training in Hyderabad, Datascience Class Room Training in Hyderabad, Datascience Training in Hyderabad,Datascience Course Corporate Training in India, Datascience Class Room Training in Madhapur, Datascience Course Online Training in Madhapur", In India Online services providing in top cities like Banglore, Chennai, Pune, Mumbai , Delhi, Etc,
Frequently Asked Questions?
You will never miss a class at Tsofttech ! You can choose either of the two options:
- You can go through the recorded session of the missed class and the class presentation that are available for online viewing through the LMS.
- You can attend the missed session, in any other live batch. Please note, access to the course material will be available for lifetime once you have enrolled into the course.
- Our backend team would be available 24*7 to answer your queries on mail. If in case your query remains unanswered , then we can bring a solution to it by organizing a personal session with our trainer.
- We would assist your queries even after the training is completed and that is the best part of our services.
- Tsofttech team will always be available to resolve your doubts at any point of time.
- However, please understand that we are not into job placements.
- We have limited number of participants in a live session to maintain the Quality Standards. So, unfortunately participation in a live class without enrolment is not possible.
- However, you can go through the sample class recording and it would give you a clear insight about how are the classes conducted, quality of instructors and the level of interaction in the class.
- Tsofttech fundamentally offers you classroom and online training sessions Based on Courses. We are also engaged in Corporate trainings for business enterprises. To check the quality of the training, you may review our sample demo sessions .
- You can Call us at +919948568787 OR Email us at info@tsofttech.com. We shall be glad to assist you.
