Machine Learning & Deep Learning

Detailed Course Index

Duration: 456 hours + 11 days Project

Job Description

Eligibility Criteria: Pass in CP SPF with minimum score 60% / Pass in FTP Java with minimum score 80% + Pass in 12th Standard or equivalent with 70% marks in Mathematics
Placement Assistance: 100%

Average Base Salary:

INR 752000 per annum

Module 1: Fundamentals of Linear Algebra (72hrs)

  • Systems of Linear Equations
  • Row Reduction and Echelon Forms
  • Matrix Operations, including inverses
  • Block Matrices
  • Linear Dependence and Independence
  • Subspaces, Bases and Dimensions
  • Orthogonal Bases and Orthogonal Projections
  • Gram-Schmidt Process
  • Linear Models and Least-Square Problems
  • Determinants and their properties
  • Cramer’s Rule
  • Eigenvalues and Eigenvectors
  • Diagonalization of a Matrix
  • Symmetric Matrices
  • Linear Transformations
  • Singular Value Decomposition
  • Module Assessment Test

Module 2: Statistics and Probability (72 hours)

  • Counting
  • Random Variables, Distributions, Quantities, and Mean VarianceS
  • Conditional Probability, Bayes’ theorem, and Base Rate FallacyS
  • Joint Distributions, Covariance, Correlation, and IndependenceS
  • Central Limit Theorem
  • Bayesian Inference with Known Priors, and Probability IntervalsS
  • Conjugate Priors
  • Bayesian Inference with Unknown Priors
  • Frequentist Significance Tests, and Confidence Intervals
  • Resampling Methods: Bootstrappingriors
  • Linear Regressionorem
  • Module Assessment Test

Module 3: Linux (72hrs)

  • Linux Foundation
  • Linux Filesystem Tree Layoute
  • Processesndation
  • Signals
  • Package Management Systemsute
  • RPM (Red Hat Package Manager)
  • dpkg (package manager for Debian-based systems)

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