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Artificial Intelligence and Machine Learning | Advanced Engineering

Product ID: VNHA3294

Join Classroom Training Program

1990 2490( 20% Off )
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Developed by: Vaanahaa Education and Innovation Labs

What you'll learn

Concept Session: (4 Hrs)

  • Introduction to AI
  • Applications of Artificial Intelligence
  • Introduction to Supervised Learning
  • Introduction to Unsupervised Learning
  • Comparison between Supervised & Unsupervised Learning
  • Comparison between Machine Learning & Statistical Modelling
  • Supervised Learning Classification
  • Unsupervised Learning
 
Practical Session: (12 Hrs)

  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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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. Weekly updates on Internship/Job Opportunity
    4. Free 1 to 1 mentorship directly from CEO
    5. Avail Free assistance from our dedicated HR team before you appear for any Interview
    6. Avail discount coupon and many more surprises with vaanahaa community.
    7. Life Long relationship with team Vaanahaa.

Why Vaanahaa

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  • Superior industry experts as chief trainers.
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  • For more queries please feel to dial our toll-free number 1800-212-7277 or write us at hello@vaanahaa.com

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