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Category: Machine LearningCategory: Data Science
Data Science and Machine Learning – Developer Certification

Data Science and Machine Learning – Developer Certification

The Data Science & Machine Learning Developer Certification program provides a comprehensive set of knowledge and skills in data science, machine learning, and deep learning.  This immersive training curriculum covers all the key technologies, techniques, principles and practices you need to play a key role on your data science development team, and to distinguish yourself professionally. Beginning with foundational principles and concepts used in data science and machine learning, this program moves progressively and rapidly to cover the foundational components at the core of machine learning. The program builds on the foundations and quickly moves into deep learning, along the way teaching you via lectures and interactive online labs.The training uses open-source tools — along with your developing judgment and intuition — to address actual business needs and real-world challenges. This program also covers the significant development of deep learning methods that enable state-of-the-art performance for many tasks, including image classification, time series (such as audio) classification and natural language processing. In this program, delegates gain hands-on deep learning experience. Delegates will learn by hands-on labs working tools including Python, Scikit-Learn, Keras, and Tensorflow.

The Data Science & Machine Learning Developer Certification program provides a comprehensive set of knowledge and skills in data science, machine learning, and deep learning.  This immersive training curriculum covers all the key technologies, techniques, principles and practices you need to play a key role on your data science development team, and to distinguish yourself professionally. Beginning with foundational principles and concepts used in data science and machine learning, this program moves progressively and rapidly to cover the foundational components at the core of machine learning. The program builds on the foundations and quickly moves into deep learning, along the way teaching you via lectures and interactive online labs.The training uses open-source tools — along with your developing judgment and intuition — to address actual business needs and real-world challenges. This program also covers the significant development of deep learning methods that enable state-of-the-art performance for many tasks, including image classification, time series (such as audio) classification and natural language processing. In this program, delegates gain hands-on deep learning experience. Delegates will learn by hands-on labs working tools including Python, Scikit-Learn, Keras, and Tensorflow.

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Product ID: OC-2024-C35U6
PowerBI Essentials

PowerBI Essentials

Create stunning interactive reports and share amazing insights! Power BI gives Excel users the power to extract data from multiple sources, link it together, perform calculations and create powerful visualisations. Power BI is an amazing cloud-based business analytics service provided by Microsoft that allows users to transform data into rich, interactive visual reports that present a 360-degree business view and improve business decision making. Power BI Desktop is a development platform from Microsoft that allows users to connect to a huge range of data sources, clean and transform messy data, create relationships between data sets, perform calculations and prepare stunning interactive reports. Power BI.com allows users to publish their interactive reports and share certain features of those reports with others. Reports published to PowerBI.com can be set to refresh automatically and can be interacted with online using any browser or mobile device.

Create stunning interactive reports and share amazing insights! Power BI gives Excel users the power to extract data from multiple sources, link it together, perform calculations and create powerful visualisations. Power BI is an amazing cloud-based business analytics service provided by Microsoft that allows users to transform data into rich, interactive visual reports that present a 360-degree business view and improve business decision making. Power BI Desktop is a development platform from Microsoft that allows users to connect to a huge range of data sources, clean and transform messy data, create relationships between data sets, perform calculations and prepare stunning interactive reports. Power BI.com allows users to publish their interactive reports and share certain features of those reports with others. Reports published to PowerBI.com can be set to refresh automatically and can be interacted with online using any browser or mobile device.

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Product ID: OC-2024-C1KRD
Getting Started with Pandas

Getting Started with Pandas

This Pandas course teaches us the fundamentals of data analysis. It shows how to load data, inspect it, deal with missing values, use statistical summaries, plot, pivot and more. This course contains 18 hours of materials, taught by Matt Harrison, a Python and Pandas expert and author. Following this course students will be able to leverage their skills with pandas to perform powerful data analysis, create plots, clean data, and prepare data for machine learning. Pandas is a powerful library, but it can be confusing. Fill in the knowledge gaps and understand how Pandas works under the covers. You will come out of this class grokking the syntax, and the best practices for creating beautiful Pandas code. We will also show how to use Jupyter and install additional packages.

This Pandas course teaches us the fundamentals of data analysis. It shows how to load data, inspect it, deal with missing values, use statistical summaries, plot, pivot and more. This course contains 18 hours of materials, taught by Matt Harrison, a Python and Pandas expert and author. Following this course students will be able to leverage their skills with pandas to perform powerful data analysis, create plots, clean data, and prepare data for machine learning. Pandas is a powerful library, but it can be confusing. Fill in the knowledge gaps and understand how Pandas works under the covers. You will come out of this class grokking the syntax, and the best practices for creating beautiful Pandas code. We will also show how to use Jupyter and install additional packages.

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Product ID: OC-2024-C1U8Y
Big Data Hadoop and Spark Developer in Amazon Elastic MapReduce

Big Data Hadoop and Spark Developer in Amazon Elastic MapReduce

The Big Data Hadoop and Spark developer course has been designed to provide in-depth knowledge of Big Data processing using Hadoop and Spark in the AWS Elastic Map Reduce (EMR) environment. The practical hands-on aspects of the course focus on Amazon Web Services (AWS) and Amazon Elastic MapReduce (EMR), where all demos take place.

The Big Data Hadoop and Spark developer course has been designed to provide in-depth knowledge of Big Data processing using Hadoop and Spark in the AWS Elastic Map Reduce (EMR) environment. The practical hands-on aspects of the course focus on Amazon Web Services (AWS) and Amazon Elastic MapReduce (EMR), where all demos take place.

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Product ID: OC-2024-C3XHP
Using Python and Excel for Investing in Stock

Using Python and Excel for Investing in Stock

Stock markets trading activity generates massive amounts of information daily. This course will show you how to use Excel and Python in tandem to pull stock data and related information, calculate returns and establish a portfolio management strategy, predict stock market trends and much more. You will learn the fundamentals of linear regression and how this applies to machine learning, and specifically how to use this with stock market information. With these tools in hand, the instructor will help you to use machine learning to build a linear regression model to predict stock markets, as well as apply deep learning techniques (including applying Recurrent Neural Networks and Keras) to shape and scale your data and your model.

Stock markets trading activity generates massive amounts of information daily. This course will show you how to use Excel and Python in tandem to pull stock data and related information, calculate returns and establish a portfolio management strategy, predict stock market trends and much more. You will learn the fundamentals of linear regression and how this applies to machine learning, and specifically how to use this with stock market information. With these tools in hand, the instructor will help you to use machine learning to build a linear regression model to predict stock markets, as well as apply deep learning techniques (including applying Recurrent Neural Networks and Keras) to shape and scale your data and your model.

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Product ID: OC-2024-C3RGE
Introduction to MicroPython using the Pyboard

Introduction to MicroPython using the Pyboard

This course introduces you to the Pyboard and to MicroPython. By the end of this course, you would have developed a firm grasp of the hardware capabilities of the Pyboard and learn to program it using MicroPython. We assume passing familiarity with the Python Programming language on the part of the learner.  Other than hardware and embedded enthusiasts, this course is also designed to be a gateway to embedded programming for folks coming from hardcore programming background with zero knowledge of electronic development boards.

This course introduces you to the Pyboard and to MicroPython. By the end of this course, you would have developed a firm grasp of the hardware capabilities of the Pyboard and learn to program it using MicroPython. We assume passing familiarity with the Python Programming language on the part of the learner.  Other than hardware and embedded enthusiasts, this course is also designed to be a gateway to embedded programming for folks coming from hardcore programming background with zero knowledge of electronic development boards.  

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Product ID: OC-2024-C14O9
MicroPython for the BBC Micro:bit

MicroPython for the BBC Micro:bit

If you are a hobbyist, a teacher, a student or an engineer with a basic understanding of electronics and want to learn or teach physical computation with Microbit, this is the course for you. After this course, you will be confident enough to write code in MicroPython for any compatible hardware. You will also develop an in-depth understanding of the Micro:bit and learn to interface a variety of sensors and peripherals with the Micro:bit. As a part of this course, we will build from ground up, a Weather Station using the Micro:bit with an LCD panel and a BMP180 Sensor. We will also implement a Remote Home Automation Project using a relay module.

 If you are a hobbyist, a teacher, a student or an engineer with a basic understanding of electronics and want to learn or teach physical computation with Microbit, this is the course for you. After this course, you will be confident enough to write code in MicroPython for any compatible hardware. You will also develop an in-depth understanding of the Micro:bit and learn to interface a variety of sensors and peripherals with the Micro:bit. As a part of this course, we will build from ground up, a Weather Station using the Micro:bit with an LCD panel and a BMP180 Sensor. We will also implement a Remote Home Automation Project using a relay module.

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Product ID: OC-2024-C2F6Q
Introduction to Node-RED

Introduction to Node-RED

If you are a hobbyist, a student or an engineer with a basic understanding of electronics and programming, this is the course for you.  Through an innovative pedagogy of mixing projects and concepts, this course will help you learn the WHY, HOW, and WHAT. To this end, this course is beyond a cookbook. You will always know WHY you are doing something. For the more curious learners, we have ample resources to dive in and continue your learning journey.  After this course, you will be confident enough to use Node-RED to prototype real-world applications. You will also develop an in-depth understanding of the Node-RED editor and learn to use the different Node-RED nodes present in the library. As a part of this course, you will be exposed to building flows absolutely based on logic which is how Node-RED works!

   If you are a hobbyist, a student or an engineer with a basic understanding of electronics and programming, this is the course for you.  Through an innovative pedagogy of mixing projects and concepts, this course will help you learn the WHY, HOW, and WHAT. To this end, this course is beyond a cookbook. You will always know WHY you are doing something. For the more curious learners, we have ample resources to dive in and continue your learning journey.  After this course, you will be confident enough to use Node-RED to prototype real-world applications. You will also develop an in-depth understanding of the Node-RED editor and learn to use the different Node-RED nodes present in the library. As a part of this course, you will be exposed to building flows absolutely based on logic which is how Node-RED works! 

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Product ID: OC-2024-C1V21
Building Resilient TeamsNew

Building Resilient Teams

This course is designed to equip leaders, managers, HR professionals, and anyone interested in fostering team resilience with practical skills and insights derived from 30 years of experience and advanced academic knowledge. You’ll learn to transform challenges into opportunities by mastering effective communication, boosting emotional intelligence, and staying updated on the latest trends in team dynamics. With interactive lessons, engaging activities, and real-world examples, the course is accessible to all, regardless of background or experience level. By the end, you’ll be able to implement resilience-building strategies and apply communication techniques to strengthen and support your team effectively.

This course is designed to equip leaders, managers, HR professionals, and anyone interested in fostering team resilience with practical skills and insights derived from 30 years of experience and advanced academic knowledge. You’ll learn to transform challenges into opportunities by mastering effective communication, boosting emotional intelligence, and staying updated on the latest trends in team dynamics. With interactive lessons, engaging activities, and real-world examples, the course is accessible to all, regardless of background or experience level. By the end, you’ll be able to implement resilience-building strategies and apply communication techniques to strengthen and support your team effectively.

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Product ID: OC-2024-C1NVN
Building Trust: Ethics for AI-powered ChatbotsNew

Building Trust: Ethics for AI-powered Chatbots

Many organizations with websites are using chatbots to engage with customers.  While this strategy has proved profitable and efficient, there are ethical issues that can arise if users are unaware that their interaction is with an AI bot, and not a human.   This course will take the learner through the evolution of chatbots, so they are equipped with an appropriate sense of incremental improvements.  Next, the course will guide the learners to recognize the ethical implications of chatbot usage from the perspectives of bias, fairness, data privacy and consent.  Through a blend of theory, real-world examples, and opportunities for thought and reflection, learners will examine the AI-powered world in which we live and prepare for current and future ethical challenges they present.

Many organizations with websites are using chatbots to engage with customers.  While this strategy has proved profitable and efficient, there are ethical issues that can arise if users are unaware that their interaction is with an AI bot, and not a human.   This course will take the learner through the evolution of chatbots, so they are equipped with an appropriate sense of incremental improvements.  Next, the course will guide the learners to recognize the ethical implications of chatbot usage from the perspectives of bias, fairness, data privacy and consent.  Through a blend of theory, real-world examples, and opportunities for thought and reflection, learners will examine the AI-powered world in which we live and prepare for current and future ethical challenges they present.

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Product ID: OC-2024-C1Q3P