Data Science Training Course - Fees, Placements

Data Science Master Program

3.5 to 4 months

Syllabus

Introduction to Data Science & Machine Learning
- Core Skills | Industries & Domain | Need
- Data Science Project (DSP) Life Cycle
- Descriptive | Diagnostic | Predictive | Prescriptive Analytics
Python Programming
- Installing Anaconda & Python v3 | Git Bash
- Data Types & Structures | List | Dictionary | Tuple | Array
- Functions & Classes | Control & Loop Statements
Python Analytics Packages
- Installing & Understanding Packages
- PANDAS
  - Pandas Data Frame Operations
  - Data Acquisition (Import & Export)
  - Indexing | Selection | Sorting | Filtering | Group By
  - Concatenation | Merge | Append | Drop
- NUMPY - Array Operations
- Data Visualization
  - Matplotlib
  - Seaborn
  - Creating Charts
    - Bar Chart
    - Histogram
    - Line Chart
    - Scatter Plots
    - Box Plots etc.
Statistics & Exploratory Data Analysis (EDA)
- Descriptive Statistics
- Descriptive Analytics
- Measure of Central Tendency
- Dispersion
- Probability Distribution
- Inferential Statistics
- Diagnostic Analytics
- Covariance
- Data Wrangling (Munging)
- Outliers
- Missing Values
- Sparsity
- Inferential Statistics
- Correlation
- Hypothesis Testing
Time Series Forecasting
- Time Series Data
- Trend Chart
- Moving Average
- Exponential Smoothing
- ARIMA
- GARCH

Supervised Learning
- Installing & Using Scikit-Learn Package
- Linear Regression
- Multi-Linear Regression
- Stepwise Regression
- Logistic Regression
- Sigmoid Function
- Entropy
- Information Gain
- Gini Index
- Decision Tree (CART)
- Ensemble Learning
- Random Forest
- xgBoost
- K Nearest Neighbors (KNN)
- K Selection
- Distance Metrics
- Support Vector Machine (SVM)
- Kernel Functions
- Naive Bayes Classifier (NBC)
- Perceptron Learning
- Multi Layer Perceptron (MLP)
Unsupervised Learning
- Hierachical Clustering
- Dendograms
- K Means Clustering
- Association Rule Mining
- Recommendation Engine
Intro to AI & Neural Networks
- Deep Learning vs Machine Learning
- Tech Advancement
- All about Artificial Neural Networks (ANN)
- Understand How Deep Neural Network Works?
- Different variants of Gradient Descent
- Stochastic Gradient Descent vs Adam vs Others
- Hyper parameter Tuning
- Batch Size
- Learning Rate
- Momentum
Deep Learning in Python
- Deep Learning packages in python
- Google TensorFlow Framework
- Model Building with default TFLearn API
- Keras Vs TFLearn Vs Pycharm APIs
- Model Building with Keras API Wrapper
- Activations
- Optimizers
- Losses
- Validation
- Evaluation Metrics
- Keras Backend
- Callbacks - Early Stopping, TensorBoard
CNN - Convolutional Neural Networks
- Understanding Architecture & Visualizing a CNN
- Kernel
- Depth
- Pooling
RNN - Recurrent Neural Networks
- Recurrent Neural Network Model
- Training RNNs with Back-propagation
- Long Short-Term Memory (LSTM)
- Gated Recurrent Unit (GRU)

NLP - Natural Language Processing
- Understanding Text Mining & Analyti
- Tokenization
- Stop Word Removal
- Stemming
- Lexical Analysis
Model Improvement & Validation
- Regularization
- Lasso
- Ridge
- ElasticNet
- Cross Validation
- ROC Curve
- Confusion Matrix
- Overfitting
- Underfitting Problems
- Precision vs Recall
- F1 Score
- Type I vs Type II Error
- Ensemble Modeling (Bagging | Boosting | Stacking)
- Feature Selection
- Feature Extraction
- Dimensionality Reduction
- Principal Component Analysis (PCA)
- Multi class Classification
- Linear Discriminant Analysis (LDA)
- Scree Plot
- Elbow Method
Other Analytics Tool Overviews
- Business Intelligence | Tableau | PowerBI | Advanced Excel
- Database Systems | SQL Server | MySQL | Oracle
- Cloud Services | Google Collaborative | Microsoft Azure ML | Amazon Web Services (AWS)
Projects & Case Studies
- 1) Real Estate Price Prediction
- 2) Fraud Detection Problem in BFSI domain
- 3) Disease Detection in Healthcare domain
- 4) Market Segmentation in Advertising Sector
- 5) Market Basket Analysis in Departmental Sector
- 6) Passenger Forecasting in Aviation Sector
- 7) News Classification in Media Sector
- 8) Image Recognition using MNIST Dataset
- 9) Object Recognition using CIFAR-10 Dataset
- 10) Speech Recognition (Google Voice | Alexa | Siri)
- 11) Sentiment Analysis and Word Clouds
- 12) Chat Bot Building
- 13) Dashboard Visualization

Benefits to Our Students

Best Data Science Training Institute
Training from Experts
Hands On Training - Approx 25% Theory & 75% Practicals
Job Oriented Course - Training on Basic to Advanced Topics
Professional Notes & Guidance
Interview Prepare Sessions etc.
Live Projects / Internship / Live Case Studies
Placements - Dedicated HR Team for Placements - Overall 1000+ Companies - Check Recent Placed Students on Placement Page
Free Demo, EMI Available, Check Live Placement Calls in Office etc.

Our 5 Step Process For Success

One of Leading Institutes for Placements !

We provide Free Placement Service to our students to help them get job in industry. Service will be offered up to 1 year (more than sufficient) until they get job as per requirements from industry (overall 1000+ companies). Check recent placed students on site and few of recent added companies on page below. Eligibility criteria - a full length course of minimum duration of 2 months or above or combination of related courses of minimum 2 months duration enrolled with us in Live Online or Classroom Trainings format.

Our Recent Placements - click here

Overall 1000+ Companies- Few Mentioned Below

1. Appetals Solutions Private Limited
2. SAAR IT Resources Pvt. Ltd.
3. ALFA KPO PRIVATE LTD
4. eBrandz Solutions Pvt. Ltd.
5. Collabera Technologies Pvt. Ltd.
6. Qtech Software Pvt. Ltd
7. NIIT Ltd
8. PRIMUS Techsystems Pvt. Ltd.
9. Opportune Technologies Pvt. Ltd.
10. QualityKiosk Technologies Private Limited
11. TurtleDove Technologies
12. Edelweiss Capital
13. Sarla Advantech Pvt. Ltd
14. Peoplefy
15. Winsoft Technologies India Pvt. Ltd.
16. Career Catalysts
17. Brandintell Services
18. Softtact Technologies
19. Spider Software Private Limited
20. Web Werks India Pvt Ltd
21. RABS Net SolutionsWebsiteDirectionsSave
22. Quess Corp
23. Aurionpro Solutions Limited
24. CareNX Innovations,
25. Dev Software
26. Ardentisys Ltd
27. Systems India
28. Turtle Dove
29. IXIA Solutions
30. TrueTech Solutions
31. Web Werks India Pvt Ltd
32. Nair Technologies Pvt Ltd
33. Sproxil
34. PRISMA
35. AgreeYa Solution Pvt Ltd
36. Trigent Software, Ltd.
37. Think People Solution Pvt Ltd
38. 3Di System Solution Pvt Ltd
39. SoftLink Gloal Pvt Ltd
40. IDZ Digital Pvt Ltd
41. Velox solutions Pvt Ltd
42. Sydata
43. Web Werks India Pvt Ltd
44. Nair Technologies Pvt Ltd
45. Sproxil
46. PRISMA
47. Trigent Software, Ltd.
48. Velox solutions Pvt Ltd
49. Biztran Solutions Pvt Ltd
50. NSEIT
51. TrueTech Solutions
52. Nair Technologies Pvt Ltd
53. PRISMA
54. AgreeYa Solution Pvt Ltd
55. Biztran Solutions Pvt Ltd
56. IXIA Solutions
57. IDZ Digital Pvt Ltd
58. Wipro consultancy services pvt ltd
59. Fax Technologies
60. Medha Servo Drives Pvt. Ltd.
61. N.G Technologies Pvt Ltd.
62. Sanskriti Group limited
63. Tieto Software Technologies Pvt. Ltd.
64. Vensars Technologies
65. CallNdata Technologies
66. Sentient Systems Private Limited
67. Maraekat InfoTech Ltd.
68. Innovins Technologies
69. Navneet Infotech
70. Webanta Web Services
71. futurescape technology
72. Enterops Technologies Pvt. Ltd.
73. Softlabs Technologies And Development Pvt Ltd
74. Lauruss Infotech
75. VTech Services pvt ltd
76. Sensys Technologies Pvt. Ltd
77. Paymentz
78. Empedure Technologies
79. BigSun Technologies Pvt. Ltd
80. Bela Tree services pvt ltd.
81. Qubit colors
82. 3m Softtech Solution
83. Software Premium Consultancy Pvt. Ltd.
84. RABS Net Solutions
85. Shakti Enterprise
86. Ambinet Consulting Services
87. Web Axis
88. Richwell Information Technology Systems Pvt Ltd
89. Inetsofts Softwares and System
90. Prime Infotech Overseas
91. Nexstep Infotech Private Limited
92. Hridayam Soft Solutions Pvt Ltd
93. HexaTech IT Ventures Pvt Ltd
94. Spa On Web
95. 3rd Eye Informatics
96. Elita
97. SOFT DIGITS
98. VRS Software
99. NetGains Technologies Pvt Ltd
100. Nair Technologies Pvt Ltd
101. Ascyenta Technologies Pvt Ltd
102. Welbour
103. Sunlabs software Pvt Ltd
104. Stream Softwares
105. Auctus Infotech
106. Gamma IT Solution & Services
107. iWeb Tech Expert
108. Everest IT Services Pvt Ltd
109. Synergetics India
110. Mass Infonet (P) Ltd
111. Matrix Solutions Pvt Ltd
112. Matrix3D Infocom Pvt Ltd
113. Microquery Limited
114. Mobility Frames
115. Mswipe Technologies Pvt Ltd
116. Natsun Technology Services Pvt Ltd
117. Net Systems Informatics (I) Pvt Ltd
118. Nifsys Technologies (I) Pvt Ltd
119. Novacom Brainware
120. Octane Mobile Pvt Ltd
121. Overtures
122. Accent Consulting
123. Indo-City Infotech Ltd.
124. Nexgen Technology Services Pvt. Ltd.
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Data Science Master Program

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