Realtime and Job Oriented Data Science Training in Marathahalli, Bangalore

1. SDLC Training Data Science Training Institute in Bangalore Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

2. About Your Company SDLC Training is an IT training institute that offers tailor-made courses to students and corporates who intend to hone their IT Skills. Our training portfolio covers programs that span across the Software Development Life Cycle. We always keep ourselves abreast with the latest trends and technologies in the IT market. The training sessions are conducted by Industry Experts who have vast IT industry experience in their respective fields and are employed with CMMI Level 5 / Multinational companies. Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

3. Data Science Course Training Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

4. Data Science Course Training Datascience Curriculum Python : Goal – Get an overview of the python which is required to work on data science Objectives – At the end of this Module, you should be able understand the following topics Lists Tuples Dictionaries ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

5. Data Science Course Training Sets Importing packages If else Loops Comprehensions Functions Map ● ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

6. Data Science Course Training Filter Reduce Numpy Pandas Merging,querying,aggregating Assignments for practice ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

7. Data Science Course Training R: Goal – Get an overview of the R which is required to work on data science Objectives – At the end of this Module, you should be able understand the following topics Introduction Basic operations in R Vectors Factors ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

8. Data Science Course Training Matrices Data frames Lists Logical and Relational operators Conditional Statements Loops Functions ● ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

9. Data Science Course Training Apply Family ● Introduction Applications of Machine Learning Why Machine Learning is the Future Installing R and R Studio (MAC & Windows) Installing Python and Anaconda (MAC & Windows) ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

10. Data Science Course Training ————————– Part Data Preprocessing ————————– Welcome to Part – Data Preprocessing Get the dataset Importing the Libraries Importing the Dataset For Python learners, summary of Object-oriented programming classes & objects Missing Data Categorical Data Call Us: +91-77606 78612 Email Us: info@sdlctraining.in ● ● ● ● ● ● ●

11. Data Science Course Training Splitting the Dataset into the Training set and Test set Feature Scaling And here is our Data Preprocessing Template! Quiz Data Preprocessing ● ● ● ● —————————— Part Regression —————————— Welcome to Part – Regression ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

12. Data Science Course Training Simple Linear Regression How to get the dataset Dataset + Business Problem Description Simple Linear Regression Intuition – Simple Linear Regression in Python – Simple Linear Regression in R – Quiz Simple Linear Regression ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

13. Data Science Course Training Multiple Linear Regression How to get the dataset Dataset + Business Problem Description Multiple Linear Regression Intuition – Multiple Linear Regression in Python – Multiple Linear Regression in Python – Backward Elimination – Preparation Multiple Linear Regression in Python – Backward Elimination – ! Multiple Linear Regression in Python – Backward Elimination – Solution ● ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

14. Data Science Course Training Multiple Linear Regression in R – Multiple Linear Regression in R – Backward Elimination – ! Multiple Linear Regression in R – Backward Elimination – Solution Quiz Multiple Linear Regression ● ● ● ● Polynomial Regression Polynomial Regression Intuition How to get the dataset ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

15. Data Science Course Training Polynomial Regression in Python – Python Regression Template Polynomial Regression in R – R Regression Template ● ● ● ● Support Vector Regression (SVR) How to get the dataset SVR in Python ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

16. Data Science Course Training SVR in R ● Decision Tree Regression Decision Tree Regression Intuition How to get the dataset Decision Tree Regression in Python Decision Tree Regression in R ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

17. Data Science Course Training Random Forest Regression Random Forest Regression Intuition How to get the dataset Random Forest Regression in Python Random Forest Regression in R ● ● ● ● Evaluating Regression Models Performance R-Squared Intuition ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

18. Data Science Course Training Adjusted R-Squared Intuition Evaluating Regression Models Performance – ‘s Final Part Interpreting Linear Regression Coefficients Conclusion of Part – Regression ● ● ● ● —————————- Part Classification —————————- Welcome to Part – Classification Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

19. Data Science Course Training Logistic Regression Logistic Regression Intuition How to get the dataset Logistic Regression in Python – Python Classification Template Logistic Regression in R – R Classification Template ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

20. Data Science Course Training Quiz Logistic Regression ● K-Nearest Neighbors (K-NN) K-Nearest Neighbor Intuition How to get the dataset K-NN in Python K-NN in R Quiz K-Nearest Neighbor ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

21. Data Science Course Training Support Vector Machine (SVM) SVM Intuition How to get the dataset SVM in Python SVM in R SVMzip ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

22. Data Science Course Training Kernel SVM Kernel SVM Intuition Mapping to a higher dimension The Kernel Trick Types of Kernel Functions How to get the dataset Kernel SVM in Python ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

23. Data Science Course Training Kernel SVM in R ● Naive Bayes Bayes Theorem Naive Bayes Intuition Naive Bayes Intuition (Challenge Reveal) Naive Bayes Intuition (Extras) How to get the dataset ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

24. Data Science Course Training Naive Bayes in Python Naive Bayes in R ● ● Decision Tree Classification Decision Tree Classification Intuition How to get the dataset Decision Tree Classification in Python Decision Tree Classification in R ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

25. Data Science Course Training Random Forest Classification Random Forest Classification Intuition How to get the dataset Random Forest Classification in Python Random Forest Classification in R ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

26. Data Science Course Training Evaluating Classification Models Performance False Positives & False Negatives Confusion Matrix Accuracy Paradox CAP Curve CAP Curve Analysis Conclusion of Part – Classification ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

27. Data Science Course Training —————————- Part Clustering —————————- Welcome to Part – Clustering ● ● K-Means Clustering K-Means Clustering Intuition K-Means Random Initialization Trap K-Means Selecting The Number Of Clusters How to get the dataset ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

28. Data Science Course Training K-Means Clustering in Python K-Means Clustering in R Quiz K-Means Clustering ● ● ● Hierarchical Clustering Hierarchical Clustering Intuition Hierarchical Clustering How Dendrograms Work Hierarchical Clustering Using Dendrograms ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

29. Data Science Course Training How to get the dataset HC in Python – HC in R – Quiz Hierarchical Clustering Conclusion of Part – Clustering ● ● ● ● ● ———————- Part Association Rule Learning ———————- Welcome to Part – Association Rule Learning ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

30. Data Science Course Training Apriori Apriori Intuition How to get the dataset Apriori in R – Apriori in Python – ● ● ● ● Eclat Eclat Intuition ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

31. Data Science Course Training How to get the dataset Eclat in R Eclatzip ● ● ● ———————— Part Reinforcement Learning ———————— Welcome to Part – Reinforcement Learning ● Upper Confidence Bound (UCB) The Multi-Armed Bandit Problem ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

32. Data Science Course Training Upper Confidence Bound (UCB) Intuition How to get the dataset Upper Confidence Bound in Python – Upper Confidence Bound in R – ● ● ● ● Thompson Sampling Thompson Sampling Intuition Algorithm Comparison UCB vs Thompson Sampling ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

33. Data Science Course Training How to get the dataset Thompson Sampling in Python – Thompson Sampling in Python – Thompson Sampling in R – Thompson Sampling in R – ● ● ● ● ● ——————— Part Natural Language Processing ——————— Welcome to Part – Natural Language Processing ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

34. Data Science Course Training How to get the dataset Natural Language Processing in Python – Challenge Natural Language Processing in R – Natural Language Processing in R – Challenge ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

35. Data Science Course Training —————————- Part Deep Learning —————————- Welcome to Part – Deep Learning What is Deep Learning? ● ● Artificial Neural Networks Plan of attack The Neuron The Activation Function ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

36. Data Science Course Training How do Neural Networks work? How do Neural Networks learn? Gradient Descent Stochastic Gradient Descent Backpropagation How to get the dataset Business Problem Description ● ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

37. Data Science Course Training ANN in Python – – Installing Theano, Tensorflow and Keras ANN in R – ANN in R – (Last ) ● ● ● Convolutional Neural Networks Plan of attack What are convolutional neural networks? Convolution Operation ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

38. Data Science Course Training (b) – ReLU Layer – Pooling – Flattening – Full Connection Summary Softmax & Cross-Entropy How to get the dataset ● ● ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

39. Data Science Course Training CNN in Python – CNN in R ● ● ———————– Part Dimensionality Reduction ———————– Welcome to Part – Dimensionality Reduction ● Principal Component Analysis (PCA) How to get the dataset ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

40. Data Science Course Training PCA in Python – PCA in R – ● ● Linear Discriminant Analysis (LDA) How to get the dataset LDA in Python LDA in R ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

41. Data Science Course Training Kernel PCA How to get the dataset Kernel PCA in Python Kernel PCA in R ● ● ● ——————— Part Model Selection & Boosting ——————— Welcome to Part – Model Selection & Boosting ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

42. Data Science Course Training Model Selection How to get the dataset k-Fold Cross Validation in Python k-Fold Cross Validation in R Grid Search in Python – Grid Search in R ● ● ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

43. Data Science Course Training XGBoost How to get the dataset XGBoost in Python – XGBoost in R ● ● ● Call Us: +91-77606 78612 Email Us: info@sdlctraining.in

44. Call us: Course Duration +9177606 78612 Email us: info@sdlctraining.in

45. Demo Class : Free Demo Session, Flexible Timings Free Class : Attend 3 Free Classes to check training Quality Regular : 1 Hour per day Fast Track : 2 – 3 Hours per day: 10 days Weekdays : Available Weekend : Available Online Training : Available Classroom Training : Available Course Fee : Talk to our Customer Support Duration : 30 Hours

46. Contact us: +91-7760678612 info@sdlctraining.in