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This course equips learners with a comprehensive understanding of the NumPy stack, including NumPy, Matplotlib, Pandas, and SciPy, to effectively tackle common challenges in deep learning and data science. Master the basics with this carefully structured course.

Duration 4 Days 24 CPD hours This course is intended for This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud. Overview Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring in Microsoft Azure. Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring with Azure Machine Learning and MLflow. Prerequisites Creating cloud resources in Microsoft Azure. Using Python to explore and visualize data. Training and validating machine learning models using common frameworks like Scikit-Learn, PyTorch, and TensorFlow. Working with containers AI-900T00: Microsoft Azure AI Fundamentals is recommended, or the equivalent experience. 1 - Design a data ingestion strategy for machine learning projects Identify your data source and format Choose how to serve data to machine learning workflows Design a data ingestion solution 2 - Design a machine learning model training solution Identify machine learning tasks Choose a service to train a machine learning model Decide between compute options 3 - Design a model deployment solution Understand how model will be consumed Decide on real-time or batch deployment 4 - Design a machine learning operations solution Explore an MLOps architecture Design for monitoring Design for retraining 5 - Explore Azure Machine Learning workspace resources and assets Create an Azure Machine Learning workspace Identify Azure Machine Learning resources Identify Azure Machine Learning assets Train models in the workspace 6 - Explore developer tools for workspace interaction Explore the studio Explore the Python SDK Explore the CLI 7 - Make data available in Azure Machine Learning Understand URIs Create a datastore Create a data asset 8 - Work with compute targets in Azure Machine Learning Choose the appropriate compute target Create and use a compute instance Create and use a compute cluster 9 - Work with environments in Azure Machine Learning Understand environments Explore and use curated environments Create and use custom environments 10 - Find the best classification model with Automated Machine Learning Preprocess data and configure featurization Run an Automated Machine Learning experiment Evaluate and compare models 11 - Track model training in Jupyter notebooks with MLflow Configure MLflow for model tracking in notebooks Train and track models in notebooks 12 - Run a training script as a command job in Azure Machine Learning Convert a notebook to a script Run a script as a command job Use parameters in a command job 13 - Track model training with MLflow in jobs Track metrics with MLflow View metrics and evaluate models 14 - Perform hyperparameter tuning with Azure Machine Learning Define a search space Configure a sampling method Configure early termination Use a sweep job for hyperparameter tuning 15 - Run pipelines in Azure Machine Learning Create components Create a pipeline Run a pipeline job 16 - Register an MLflow model in Azure Machine Learning Log models with MLflow Understand the MLflow model format Register an MLflow model 17 - Create and explore the Responsible AI dashboard for a model in Azure Machine Learning Understand Responsible AI Create the Responsible AI dashboard Evaluate the Responsible AI dashboard 18 - Deploy a model to a managed online endpoint Explore managed online endpoints Deploy your MLflow model to a managed online endpoint Deploy a model to a managed online endpoint Test managed online endpoints 19 - Deploy a model to a batch endpoint Understand and create batch endpoints Deploy your MLflow model to a batch endpoint Deploy a custom model to a batch endpoint Invoke and troubleshoot batch endpoints

Get ready for an exceptional online learning experience with the Coding (C++, Python, JavaScript & IT) bundle! This carefully curated collection of 20 premium courses is designed to cater to a variety of interests and disciplines. Dive into a sea of knowledge and skills, tailoring your learning journey to suit your unique aspirations. This Coding (C++, Python, JavaScript & IT) is a dynamic package, blending the expertise of industry professionals with the flexibility of digital learning. It offers the perfect balance of foundational understanding and advanced insights. Whether you're looking to break into a new field or deepen your existing knowledge, the Coding package has something for everyone. As part of the Coding (C++, Python, JavaScript & IT) package, you will receive complimentary PDF certificates for all courses in Coding bundle at no extra cost. Equip yourself with the Coding bundle to confidently navigate your career path or personal development journey. Enroll in our Coding bundle today and start growing your career! This Coding Bundle Comprises the Following CPD Accredited Courses: Course 01: Introduction to Coding With HTML, CSS, & Javascript Course 02: C++ Development: The Complete Coding Guide Course 03: Python Programming: Beginner To Expert Course 04: Learn Ethical Hacking From A-Z: Beginner To Expert Course 05: Bash Scripting, Linux and Shell Programming Course 06: JavaScript Project - Game Development with JS Course 07: R Programming for Data Science Course 08: Secure Programming of Web Applications Course 09: Advanced Diploma in PHP Web Development with MySQL, GitHub & Heroku Course 10: The Complete Front-End Web Development Course! Course 11: The Complete MySQL Server from Scratch: Bootcamp Course 12: Cyber Security Awareness Training Course 13: Cloud Computing / CompTIA Cloud+ (CV0-002) Course 14: CompTIA A+ (220-1001) Course 15: Building Your Own Computer Course 16: Computer Networks Security from Scratch to Advanced Course 17: IT Administration and Networking Course 18: Encryption Course 19: Advance Windows 10 Troubleshooting for IT HelpDesk Course 20: Microsoft Excel Complete Course Learning Outcome: By completing the Coding (C++, Python, JavaScript & IT) course, you will: Gain comprehensive insights into multiple fields. Foster critical thinking and problem-solving skills across various disciplines. Understand industry trends and best practices through the Coding Bundle. Develop practical skills applicable to real-world situations. Enhance personal and professional growth with the Coding Bundle. Build a strong knowledge base in your chosen course via the Coding Bundle. Benefit from the flexibility and convenience of online learning. With the Coding package, validate your learning with a CPD certificate. Each course in the Coding (C++, Python, JavaScript & IT) bundle holds a prestigious CPD accreditation, symbolising exceptional quality. The materials, brimming with knowledge, are regularly updated, ensuring their relevance. This bundle promises not just education but an evolving learning experience. Engage with this extraordinary collection, and prepare to enrich your personal and professional development. Embrace the future of learning with Coding (C++, Python, JavaScript & IT), a rich anthology of 15 diverse courses. Each course in the Coding bundle is handpicked by our experts to ensure a wide spectrum of learning opportunities. ThisCoding (C++, Python, JavaScript & IT) bundle will take you on a unique and enriching educational journey. The bundle encapsulates our mission to provide quality, accessible education for all. Whether you are just starting your career, looking to switch industries, or hoping to enhance your professional skill set, the Coding (C++, Python, JavaScript & IT) bundle offers you the flexibility and convenience to learn at your own pace. Make the Coding package your trusted companion in your lifelong learning journey. CPD 215 CPD hours / points Accredited by CPD Quality Standards Who is this course for? The Coding (C++, Python, JavaScript & IT) bundle is perfect for: Lifelong learners looking to expand their knowledge and skills. Professionals seeking to enhance their career with CPD certification. Individuals wanting to explore new fields and disciplines. Anyone who values flexible, self-paced learning from the comfort of home. Requirements Without any formal requirements, you can delightfully enrol this Coding (C++, Python, JavaScript & IT) course. Career path Our Coding (C++, Python, JavaScript & IT) bundle will prepare you for a range of careers, including: Software Developer Full-Stack Web Developer IT Solutions Architect Data Analyst Systems Programmer Application Developer Software Engineer Game Developer Certificates Certificate Of Completion Digital certificate - Included Certificate Of Completion Hard copy certificate - Included You will get a complimentary Hard Copy Certificate.

Start your data science journey with this carefully constructed comprehensive course and get hands-on experience with Python for data science. Gain in-depth knowledge about core Python and essential mathematical concepts in linear algebra, probability, and statistics. Complete data science training with 13+ hours of content.

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When you enrol in Coding (C++, Python & JavaScript) Online Training, you'll receive 25 CPD-Accredited PDF Certificates, Hard Copy Certificates, and our exclusive student ID card, all absolutely free. Courses Are Included In this Coding (C++, Python & JavaScript) Career Bundle: Course 01: Coding Essentials - Javascript, ASP. 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Start your learning journey straightaway with our Coding (C++, Python & JavaScript) Training! Coding (C++, Python & JavaScript) premium bundle consists of 25 precisely chosen courses on a wide range of topics essential for anyone looking to excel in this field. Each segment of Coding (C++, Python & JavaScript) is meticulously designed to maximise learning and engagement, blending interactive content and audio-visual modules for a truly immersive experience. Certification of Coding (C++, Python & JavaScript) You have to complete the assignment given at the end of the Coding (C++, Python & JavaScript) course. After passing the Coding (C++, Python & JavaScript) exam You will be entitled to claim a PDF & Hardcopy certificate accredited by CPD Quality standards completely free. CPD 250 CPD hours / points Accredited by CPD Quality Standards Who is this course for? 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Maximize the value of data assets in the oil and gas sector with EnergyEdge's assessment-based training course on Python programming and analytics.

Maximize the value of data assets in the oil and gas sector with EnergyEdge's assessment-based training course on Python programming and analytics.

In this course, you will be learning one of the widely used deep learning frameworks, that is, PyTorch, and learn the basics of convolutional neural networks in PyTorch. We will also cover the basics of Python and understand how to implement different Python libraries.

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Get to grips with real-time stream processing using PySpark as well as Spark structured streaming and apply that knowledge to build stream processing solutions. This course is example-driven and follows a working session-like approach.