Machine Learning training in Nepal

Machine Learning training in Nepal

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Duration2.5 month

Are you interested in Artificial Intelligence? Are you a Python enthusiast, and would like to obtain Machine learning Training in Nepal? Then don't wait, School of IT provides machine learning training with Python in Nepal so you can become an expert.

Machine learning and artificial intelligence is a vast and growing field that entails identifying and visualizing the data patterns, developing algorithms to predict future trends, and solving computational problems with computer programs.

It is a technique used to implement a program that executes the decision-making process on its own. The data is collected and classified in the form of a model which is stored in the program and used for future references. This model is formed as a result of certain factors that influence the decision-making process. The factors may be complex or simple depending on the complexity of the problem.

Machine learning is now widely utilized in data mining, natural language processing, biometrics, search engines, handwriting identification, credit card fraud detection, stock market analysis, and robotics.

School of IT empowers the young IT enthusiast in the Machine learning field in Nepal with this course. After the successful completion of this course, students will be able to develop a set of methods to solve real-world problems.

Machine Learning is vast and is growing at a rapid pace. The number of experts in this field is not yet enough to meet the growing demand for trained professionals not only in Nepal but around the world. Similarly, job opportunities have also doubled and will reach an all-time high in the coming year. So, start early, learn python and machine learning in Nepal for your golden IT careers.

By the end of the training, students will be capable of handling different real-time machine learning-related projects. To name some are recommendation systems, fraud detection, AI chatbot, spam detection, housing prices prediction, and stock market analysis. All these projects will make them industry-ready for golden IT careers. They will also be capable to solve and develop different algorithms, models, systems regarding the problems.

Moreover, students will get the chance to acquire the core concept of supervised, unsupervised, reinforcement learning, and other machine learning algorithms like Decision tree, KNN, CNN under the supervision of a highly skilled AI instructor.

Lastly, many technical and geeky aspects of this expanding field will be covered which is included in the detailed syllabus of the course.

Students should have a basic knowledge of Algebra, trigonometry, statics, Calculus, and python programming. The knowledge of the bash terminal cloud console is the plus point. However, the foremost thing every student should have is a will to learn.

School of Information Technologies is one of the finest Python and Machine learning institutes in Kathmandu Nepal. We have a team of renowned and expert professionals. So, Machine learning with python under the supervision of the School of IT gives certain benefits to the learners.

  • Learn from a renowned python expert in Nepal.
  • Affordable training costs.
  • Updated syllabus
  • Workshops are conducted time and again
  • Opportunity for an internship to an interested candidate.
  • Builds confidence and leadership skills
  • Proper learning environment with well-equipped labs.

Course Contents

  • Introduction and Machine Learning Libraries
  • Review of Python Programming
  • Need and scope of Machine Learning
  • Challenges in Machine Learning
  • Types of Machine Learning
    • Supervised Learning
    • Unsupervised Learning
    • Reinforcement Learning
  • Environment Setup and Anaconda Package
  • Jupyter Notebook
  • Required Libraries
    • Numpy
    • Pandas
    • Matplotlib
    • Seaborn
    • Scikit-Learn
  • Concepts of Dataset and Visualizations
  • Machine Learning Steps
    • Identify the problem domain.
    • Collecting the dataset.
    • Handling missing values in a dataset.
    • Handling Categorical Values in a dataset.
    • Feature Selection and Extraction.
    • Concepts of Normalization.
    • Applying an algorithm to Dataset.
    • Concept of Training and Testing models.
    • Evaluating the performance of Prepared Models.
    • Tuning the models
  • Supervised Learning Algorithms (includes implementation of every algorithm to real-world problem)
    • Linear Regression
    • Logistic Regression
    • K-Nearest Neighbors
    • Decision Trees
    • Support Vector Machines
    • Naive Bayes
  • Unsupervised Learning Algorithms
    • Concepts of Dimensionality Reduction using PCA
    • Clustering Algorithms
      • K-Means Clustering
      • DBS
      • Hierarchical Clustering
  • Reinforcement Learning(includes AWS Deep Racer Concepts)
  • Model Evaluation Metrics and Performance Tuning
    • Concepts of Accuracy, Precision, Recall
    • ROC, AUC Curves
    • Cross-Validation
    • Bagging and Boosting
    • Hyperparameter Tuning
    • Overfitting vs Underfitting
    • Bias-Variance Tradeoff
    • Confusion MatrixNote: These concepts are applied to all the algorithms above.
  • Need of Deep Learning
    • Introduction to Deep Learning
    • Deep Learning vs. Machine Learning
    • Artificial Neural Network Concepts
    • Perceptron
    • Multilayer Perceptron
    • Convolutional Neural Network Concepts
  • Deep Learning Frameworks
    • PyTorch
    • Tensorflow
    • Keras
  • Project Work (Domain Specific and according to the interest of the student.)

If you are interested in learning machine learning we recommend you contact us as soon as possible. The number of students enrolling in Machine learning training in Nepal is growing significantly so, secure your seats.

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Frequently Asked Questions (FAQ)

The quick answer is YES, you can learn machine learning in six months. You just have to put in the time and effort. There are a lot of great resources available for people who are interested in learning machine learning.
There are many institutes for Machine learning training. However, School of Information Technologies is one of the best institutes for Machine learning with python training in Kathmandu Nepal.
Machine Learning is a brilliant career option for tech-savvy people. It is the skill to develop software or create a machine that can learn from data and apply it to real-world situations. The applications of machine learning are endless. It is easy to understand machine learning and start earning a good career.

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