Learn to train and optimize common machine learning models, manage resource limitations, and streamline model building with no-code automation. Analyze output confidently with guided interpretation and error analytics.
Unlock practical machine learning for real-world impact—without ever touching code. In this module, gain hands-on experience building standard ML models on modern no-code platforms. Experiment efficiently by launching batch training jobs, automating performance reviews, and resolving errors confidently using intuitive guides. Simplify the art of hyperparameter tuning and learn to optimize model complexity for key business scenarios. Each lesson delivers actionable skills for fast career growth in today’s data-driven industries.
涵盖的内容
7个视频2篇阅读材料3个作业
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7个视频•总计12分钟
Standard ML Models in No-Code Platforms•2分钟
Launch batch model training jobs for quicker experimentation•2分钟
Review automated performance metrics for rapid feedback•2分钟
Diagnose errors using built-in troubleshooting guides•2分钟
Conduct auto-tuning for key model parameters•2分钟
Balance model complexity and accuracy with scenario-based optimization•2分钟
Record tuning histories for compliance and reproducibility audits•2分钟
2篇阅读材料•总计10分钟
Action Story: Fixing Model Errors Before the Client Demo•5分钟
Action Story: Tuning Under Pressure Before the Launch•5分钟
3个作业•总计62分钟
Graded Assignment•26分钟
Training and Evaluating Models with No-Code Systems•30分钟
Coursera generated quiz•6分钟
Advanced Algorithms and Automation for Scale
第 2 单元•小时 后完成
单元详情
Take your machine learning skills to the next level with no-code tools built for scale. In this module, harness cloud-enabled features to process big data and deploy advanced models—without complexity. Build resilience into your workflows with automated backups, Geo specific model tuning, and integrated auditing to spot bias and keep models performing at their peak. Learn the frameworks that future-proof your work and ensure compliance as you grow.
涵盖的内容
7个视频1篇阅读材料3个作业
显示有关单元内容的信息
7个视频•总计12分钟
Advanced Algorithms and Automation for Scale•1分钟
Connect no-code tools to cloud resources for scalable computation•2分钟
Manage big data workflows using partitioning and streaming features•2分钟
Configure auto-backups to safeguard project continuity•2分钟
Detect bias and fairness concerns with integrated audit features•2分钟
Set automation for periodic retraining triggered by data changes•1分钟
Monitor model health with live diagnostic dashboards•2分钟
1篇阅读材料•总计5分钟
Action Story: Scaling Up Before the Product Launch•5分钟
3个作业•总计42分钟
Coursera generated quiz•26分钟
Building Scalable Models on Cloud No-Code Platforms•10分钟
Auditability and Automation in ML Workflows•6分钟
Production Deployment and Integration
第 3 单元•小时 后完成
单元详情
Bring machine learning models to life in real business environments—without a single line of code. This module shows how to deploy solutions quickly and reliably using no-code workflow editors and seamless API integrations. Learn to drive measurable impact, automate deployment, and foster ongoing improvement with strong communication and stakeholder engagement. Master the skills that transform ML prototypes into business-critical assets, clear resistance, and set the stage for success.
涵盖的内容
7个视频2篇阅读材料2个作业
显示有关单元内容的信息
7个视频•总计12分钟
Production Deployment and Integration•2分钟
Publish models as live endpoints for real-time access•2分钟
Connect output to business apps via pre-configured APIs•2分钟
Automate deployment using drag-and-drop workflow editors•2分钟
Demonstrate clear business impact with interactive ROI visualizations•1分钟
Create evidence-based communication plans for model launches•2分钟
Manage feedback cycles with continuous improvement tracking•2分钟
2篇阅读材料•总计10分钟
Action Story: Deploying a Model Before the Executive Review•5分钟
Action Story: Winning Support for the AI Rollout•5分钟
2个作业•总计36分钟
Production Deployment and Integration•26分钟
Deploying Models and APIs from No-Code Workflows•10分钟
LearnQuest is the preferred training partner to the world’s leading companies, organizations, and government agencies. Our team boasts 20+ years of experience designing, developing and delivering a full suite industry-leading technology education classes and training solutions across the globe. Our trainers, equipped with expert industry experience and an unparalleled commitment to quality, facilitate classes that are offered in various delivery formats so our clients can obtain the training they need when and where they need it.
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What will I get if I subscribe to this Specialization?
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
Is financial aid available?
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.