Machine Learning course

Machine Learning for Programmers - 40 academic hours

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    Who Is the Machine Learning Program For?

    In this course, your team will explore the most effective machine learning techniques. Participants will understand the theoretical fundamentals of learning algorithms and apply these principles to solve real-world problems using Python. Through practical examples, participants will gain the skills needed to integrate machine learning capabilities into company projects. We recommend this course for:

    Data analysts who want to enhance their data interpretation skills

    Software developers interested in integrating AI and ML into their applications

    BI specialists who want to deepen their use of data for effective strategies

    Data engineers who want to optimize data management processes

    Product managers who want to improve decision-making based on data

    Other professionals involved in analyzing and interpreting organizational data

    Syllabus

    Module 1: Python Refresher

    Module 2: Introduction to Data Analysis

    Module 3: Machine Learning Basic Concepts

    • Supervised Learning
    • Unsupervised Learning
    • Semi-Supervised Learning
    • Active Learning
    • Reinforcement learning

    Module 4: Demo – Complete Machine Learning task

    • Data understanding
    • Variables and Features
    • Training, Validating, and Testing Data
    • Exploratory Analysis
    • Types of data/features
    • Pandas package (Python)
    • Data visualization
    • Matplotlib and Seaborn packages (Python)

    • Data preparation and cleaning
    • Dealing with Missing values
    • Central tendency
    • Mean/median/mode
    • Bias
    • Variance and standard deviation
    • Standard scores
    • Feature scaling – standardization and normalization
    • Numpy package (Python)
    • Vectors and matrixes
    • Multi-dimensional arrays
    • Functions
    • Slicing and fancy indexing
    • Linear algebra
    • Feature Engineering
    • Feature selections
    • Dummy variables
    • Converting continuous variable to discrete

    Module 5: Supervised Learning

    • Interpolation
    • Curve fit
    • Optimization
    • Statistics
    • Image processing
    • Integration and more

    • Multi class
    • Multi label
    • One vs All
    • All vs All
    • Error correcting codes

    Module 6: Unsupervised Learning

    Module 7: Advanced topics

    Module 8: Deep Learning and Neural Networks

    Get a personalized quote

    Tiberiu Dobre
    Tiberiu Dobre

    He is our dedicated expert in business development and international business, ready to support you in tailoring courses for your company. With a results-oriented approach, Tibi will guide you in choosing the most effective training solutions, specifically adapted to your team’s objectives. Contact him to receive more details and a personalized offer.

    Our advisory board members

    Alex has 20 years in Software and Technology and 7 years in Electronics and Robotics.
    He joined MRM Romania team after spending 8 years in London where he had had a number of roles: Senior Software Engineer (MMT Digital), Lead Software Engineer and Creative Technologist (Cheil London) and Head of Technology at CP+B (Crispin Porter and Bogusky).
    With more than 20 years of experience delivering technology-differentiated solutions to private, public and international customers, Alex Budin drives innovation strategy and growth for the company’s solutions and ensures technology excellence.

    Alex Budin Head of Technology MRM Romania

    Nicoleta Eftimiu is a top management professional with more than 20 years of well-rounded experience in both local entrepreneurial companies as well as big multinationals.
    In the past 15 years she has worked for The Coca-Cola Company in different leadership positions both in her native country, Romania, as well as abroad, the most recent assignment being Vice President and General Manager for Central Europe, leading the teams of 5 countries, while also serving as advisory Leadership Team member for the CEE Business Unit.
    In the past 2 years, Nicoleta has led the digital transformation of Coca-Cola in Central Europe, advancing the agenda on key initiatives like data programmatic, e-commerce and sustainability.

    Nicoleta Eftimiu VP Central Europe The Coca-Cola Company

    Alexandra is a lecturer at the Faculty of Automatic Control and Computers, University POLITEHNICA of Bucharest, an expert evaluator in digital innovation for the European Commission and a senior consultant in digitalization. She has a PhD in Systems Engineering, is passionate about Artificial Intelligence and Blockchain and aims to bring innovation and digital competitiveness closer to the Romanian public and companies. She has participated as an expert in numerous national and international projects and is the co-author of numerous books, book chapters and scientific papers published in international editions. She is also a coach and mentor in incubation programs and business accelerators, advisor and co-founder in tech startups, and works with entrepreneurs to develop and implement innovation strategies.

    Alexandra Cernian Lecturer Faculty of Automatic Control and Computers, UPB

    Codrut Savulescu joined the telecom industry in 1998, after 6 years of teaching as university professor.
    He constantly maintains direct connection with universities and volunteers every year as a teacher for students in telecommunications.
    Previous to joining Huawei in Marketing department, Codrut worked as radio frequency planning manager in the mobile industry and operational director in fixed telecom industry.
    As strategy consultant within Huawei, Codrut Savulescu is focusing on promoting and analyzing the new business ecosystem enabled by 5G and its peers Cloud and AI, for a healthy and stable evolution through digitalization.

    Codrut Savulescu Executive Solution Manager at Huawei Technologies Romania

    – 11 years experience in online content creation and building communities.
    – Over one milion followers in YouTube
    – Entrepreneur with several business ventures under his belt. Some successful, some not so much, but never discouraged.

    Mihai Alexandru Mikey H

    Gabriel Trăistaru este directorul Diviziei Digitale din cadrul Orange Romania Communications și este responsabil în principal de implementarea de soluții digitale noi pentru eficientizarea operațiunilor companiei, de vânzările pe canalele digitale, de dezvoltarea și promovarea aplicației mobile MyAccount în rândul clienților Orange. Are peste zece ani de experiență în consultanță, digital marketing, e-commerce și comunicare digitală în companii multinaționale. Gabriel este activ în societatea civilă fiind unul dintre membrii fondatori ai think tank-ului Europuls.

    Gabriel Traistaru Director Digital Division ORANGE ROMANIA

    Andrei Dumuța conducea echipa care răspunde de 2 cele mai mari platforme clasificate online din România: OLX.ro și Autovit.ro, din categoria automotivă. OLX este un brand global cu 3000 de angajați în toată lumea, care activează în domeniile: Product, Tech și Data.

    Andrei Dumuta GM Motors, OLX Romania

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