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Artificial Intelligence and Machine Learning | 6 Days Program

Product ID: VNHA1632

 Availability
Not Scheduled

 Duration
6 Days

5490
18% GST applicable*

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Developed by: Verzeo

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What you'll learn

Concept Session:


  • Supervised vs. Unsupervised Learning
  • Machine Learning vs. Statistical Modelling
  • Supervised vs. Unsupervised Learning
  • Supervised Learning Classification
  • Unsupervised Learning
 

Practical Session:


  Supervised Learning
  • K-Nearest Neighbors
  • Decision Trees
  • Random Forests
  • Reliability of Random Forests
  • Advantages & Disadvantages of Decision Trees
  • Regression Algorithms
  • Model Evaluation
  • Model Evaluation: Overfitting & Under fitting
  • Understanding Different Evaluation Models
  Unsupervised Learning
  • K-Means Clustering plus Advantages & Disadvantages
  • Hierarchical Clustering plus Advantages & Disadvantages
  • Measuring the Distances between Clusters - Single Linkage Clustering
  • Measuring the Distances between Clusters - Algorithms for Hierarchy Clustering
  • Density-Based Clustering
  Dimensionality Reduction & Collaborative Filtering
  • Dimensionality Reduction: Feature Extraction & Selection
  • Collaborative Filtering & Its Challenges
 
  • Part 1 - Data Pre-processing
  • Part 2 - Regression: Simple Linear Regression, Multiple Linear Regression, Polynomial Regression, SVR, Decision Tree Regression, Random Forest Regression
  • Part 3 - Classification: Logistic Regression, K-NN, SVM, Kernel SVM, Naive Bayes, Decision Tree Classification, Random Forest Classification
  • Part 4 - Clustering: K-Means, Hierarchical Clustering
  • Part 5 - Association Rule Learning: Apriori, Eclat
  • Part 6 - Reinforcement Learning: Upper Confidence Bound, Thompson Sampling
  • Part 7 - Natural Language Processing: Bag-of-words model and algorithms for NLP
  • Part 8 - Deep Learning: Artificial Neural Networks, Convolutional Neural Networks

...Read more
  • Overview
  • Certification
  • Eligibility
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  • Certification +
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Benefits

    “Break the boundaries of Learning with Vaanahaa Education and Innovation Labs”

    1. Learn what Industry needs from Industry Experts
    2. Certification with unique verification feature
    3. Experience letter on successful completion of course
    4. Weekly updates on Internship/Job Opportunity
    5. Free 1 to 1 mentorship directly from CEO
    6. Avail Free assistance from our dedicated HR team before you appear for any Interview
    7. Avail discount coupon and many more surprises with vaanahaa community.
    last but most importantly Life Long relationship with team Vaanahaa.

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