Machine Learning

Machine Learning

Our Machine Learning training is designed with the latest technologies and will make you efficient. Machine learning training is going to be a great benefit for students looking for it.

Machine learning as its name suggests is defined as a field of machines or computer science that has found its evolution from studying pattern recognition and computational learning theory in Artificial Intelligence. It the science of learning and building algorithms that can easily learn from and make predictions based on data.


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Machine Learning Training- Benefits

  • The most latest computer technologies have made machine learning much advanced and now machine learning is not the like in the past.
  • Researchers much interested in Artificial Intelligence wanted to know whether the computers would be able to learn from the data or not.
  • As computer models are exposed to new data and can adapt independently, the iterative aspect of machine learning is really important.
  • To produce repeatable and reliable results, they learn from previous computations.

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What will you learn

  • Master Machine Learning from basic.
  • Learn for personal use and add value to your business.
  • Get to learn accurate predictions and powerful analysis.
  • Experts advise and all-time support.
  • Full guidance from industry trainers.
  • Work on live projects with us with the best of trainers.

SYLLABUS

  • Basics a. Supervised, unsupervised, reinforcement b. Bias-variance trade-off c. Overfitting, underfitting
  • Linear discriminant analysis (LDA)
  • Gradient descent:-batch, stochastic
  • Principal Component Analysis(PCA)
  • Learning Vector Quantization (LVQ)
  • Regularization methods:- Ridge, LASSO
  • Kernel smoothing methods
  • Ensemble learning:-Bagging(bootstrap aggregation), boosting, stacking, blending
  • Ordinary least squares
  • Partial Least squares
  • Kernel density Estimation
  • Radial basis functions
  • AIC,BIC
  • K-fold cross validation
  • Generalized Additive Models (GAMs)
  • Multivariate Adaptive Regression Splines(MARS)
  • Gradient boosting
  • NLP a. Word sense disambiguation b. Pronoun resolution c. Machine translation d. Tokenization e. Regular expressions f. Stemming g. Lemmatization
  • Evaluation metrics .AUC a. Precision b. Recall c. Specificity d. Mean absolute percentage error e. Root mean square error
  • Algorithms: Linear regression: Usually performed through OLS, Logistic regression, Naive Bayes, K-Nearest Neighbours, K means clustering, Classification and regression trees(CARTs), Support vector machines, AdaBoost, Random forest, ARIMA, Decision Trees, ID3 CHAID, C4.5,, C5.0, Hierarchical Clustering
  • Miscellaneous: Curse of dimensionality, No free lunch theorem, Occams Razor
  • Deep Learning: Neural Networks, Bayesian neural nets, Deep Boltzmann Machine(DBM), Deep Belief Networks(DBN), Convolutional Neural Networks
  • Mathematics: Hypothesis testing, scedasticity
  • K-fold cross validation
  • Generalized Additive Models (GAMs)
  • Multivariate Adaptive Regression Splines(MARS)
  • Gradient boosting
  • NLP a. Word sense disambiguation b. Pronoun resolution c. Machine translation d. Tokenization e. Regular expressions f. Stemming g. Lemmatization
  • Evaluation metrics .AUC a. Precision b. Recall c. Specificity d. Mean absolute percentage error e. Root mean square error
  • Algorithms: Linear regression: Usually performed through OLS, Logistic regression, Naive Bayes, K-Nearest Neighbours, K means clustering, Classification and regression trees(CARTs), Support vector machines, AdaBoost, Random forest, ARIMA, Decision Trees, ID3 CHAID, C4.5,, C5.0, Hierarchical Clustering
  • Miscellaneous: Curse of dimensionality, No free lunch theorem, Occams Razor
  • Deep Learning: Neural Networks, Bayesian neural nets, Deep Boltzmann Machine(DBM), Deep Belief Networks(DBN), Convolutional Neural Networks
  • Mathematics: Hypothesis testing, scedasticity

Why we

Pjc Infotech provides the best machine learning course in Chandigarh. We help our students with the best of knowledge and training for better growth in their field. Join our machine learning course in Chandigarh and make a great career with us.

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