• Hinjawadi Pune: 020-6193 0400
  • Marketyard Pune: 7410071952 / 2426 0308
  • Karad: 02164 - 225500 / 225800

Machine Learning

Course Name : Machine Learning

Batch Schedule : 22-Feb-2020   To   11-Apr-2020

Schedule : Weekend (only Saturday)

Duration : 45 Hours

Timings : 08:00 AM  To  02:00 PM

Fees : Rs. 12000 (Inc.18% GST)

  • Python 3 Programming

For more information about PYTHON,  click here...

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  • Quick Introduction To Statistics
    • Statistical Inference
    • Types Of Variables
    • Probability Distribution
    • Normality
    • Measures Of Central Tendencies
    • Normal Distribution
  • Introduction To Machine Learning 
    • Introduction To AI
    • ML Applications
    • Types Of Machine Learning - Supervised, Unsupervised, Reinforcement
    • How To Develop End-To-End ML Project
  •  Prepare the Data
    • Collecting Data From Different Sources
    • Data Exploration
    • Data Cleaning
    • Feature Selection VS Feature Extraction
  • Dimensionality Reduction 
    • The Curse Of Dimensionality
    • Discriminant Analysis: LDA and QDA
    • Different Approaches: PCA and Kernel PCA
  • Training Models
    • Regression Analysis
    • Training Data
    • Performance Measures
    • Algorithms Like Linear Regression, Polynomial Regression
  • Classifications
    • Training a Binary Classification
    • Performance Measures
    • Confusion Matrix
    • Precision/ Recall Tradeoff
    • The AUC-ROC Curve
    • Multi-Class/Multi-Labeled Classification
  • Support Vector Machines
    • Linear SVM Classification
    • Nonlinear SVM Classification
    • SVM Regression
  • Decision Trees
    • Training and Visualizing a Decision Tree
    • Making Predictions
    • Estimating Class Probabilities
    • CART Training Algorithm
    • Gini Impurity or Entropy
    • Regularization Hyperparameters
  • Ensemble Learning
    • Voting Classifiers
    • Bagging: Random Forest
    • Boosting: Adaptive Boosting, Gradient Descent, Extreme Gradient Descent
  • Deep Learning
    • What is Deep Learning
    • Neural Network: ANN, CNN, RNN
    • Image Recognition Using CNN.
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  • Python Programming Syntax, even though entire ML programming will be done in Python. (Join prerequisite course: python-development)
  • Statistics behind ML algorithms, however foundations of descriptive & inferential statistics are covered exclusively (Refer syllabus).
  • Web technologies, however serving ML model in the web application is covered.
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Sr.No Batch Code Start Date End Date Time
1 ML01-H 22-Feb-2020 11-Apr-2020 08:00 AM  To  02:00 PM

Schedule : Weekend (only Saturday)

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Contact us

Sunbeam Market Yard Pune

'Sunbeam Chambers', Plot No.R/2, Market Yard Road, Behind Hotel Fulora, Gultekdi,    Pune - 411 037. MH-INDIA.

+91-20- 2426 4291 / 2426 0308
Sunbeam Hinjawadi Pune

Authorized Training Center of C-DAC

"Sunbeam IT Park", Phase 2 of Rajiv Gandhi Infotech Park,Hinjawadi, Pune - 411057, MH-INDIA

+7410 071 951 / 020- 6193 0400
Sunbeam Karad

Authorized Training Center of C-DAC

'Anuda Chambers', 203 Shaniwar Peth, Near Gujar Hospital, Karad - 415 110,     Dist. Satara, MH-INDIA.

02164 - 225500 / 225800