Executive Development Programme in Machine Learning Techniques: Machine Learning Algorithms

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The Executive Development Programme in Machine Learning Techniques: Machine Learning Algorithms certificate course is a comprehensive program designed to equip learners with essential skills in machine learning. This course is crucial in today's data-driven world, where businesses increasingly rely on machine learning algorithms to make informed decisions.

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AboutThisCourse

With a strong focus on industry demand, this course covers various machine learning techniques and algorithms, including supervised, unsupervised, and reinforcement learning. Learners will gain hands-on experience in implementing these algorithms using popular programming languages such as Python. By completing this course, learners will be able to apply machine learning techniques to real-world problems and drive business growth. This program is an excellent opportunity for professionals looking to advance their careers in data science, artificial intelligence, and machine learning. With a certification in machine learning algorithms, learners will have a competitive edge in the job market and be well-positioned to take on leadership roles in their organizations.

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โ€ข Introduction to Machine Learning: Defining machine learning, its importance, and applications
โ€ข Supervised Learning: Linear regression, logistic regression, support vector machines
โ€ข Unsupervised Learning: Clustering, dimensionality reduction, association rules
โ€ข Decision Trees: Building, pruning, and visualizing decision trees
โ€ข Random Forests: Ensemble learning, bagging, boosting, and random forests
โ€ข Neural Networks: Perceptron, multilayer perceptron, deep learning, and backpropagation
โ€ข Reinforcement Learning: Markov decision processes, Q-learning, and SARSA
โ€ข Natural Language Processing: Text preprocessing, sentiment analysis, and topic modeling
โ€ข Evaluation Metrics: Confusion matrix, ROC curve, precision, recall, and F1 score

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  • BasicUnderstandingSubject
  • ProficiencyEnglish
  • ComputerInternetAccess
  • BasicComputerSkills
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FastTrack GBP £140
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  • ThreeFourHoursPerWeek
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StandardMode GBP £90
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  • TwoThreeHoursPerWeek
  • RegularCertificateDelivery
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EXECUTIVE DEVELOPMENT PROGRAMME IN MACHINE LEARNING TECHNIQUES: MACHINE LEARNING ALGORITHMS
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London College of Foreign Trade (LCFT)
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05 May 2025
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