Cloud
Introduction to Containers and Docker
What a container actually is, how it differs from a VM, and how to build, run and ship your first image with Docker before moving it to the cloud.
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87 articles across three tracks. Filter by track, or press / to search everything.
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Generative AI
StyleGAN: Generating High-Resolution Images
How StyleGAN reaches 1024 by 1024 faces: the mapping network, per-layer styles, noise inputs, the truncation trick, and what StyleGAN2, ADA and StyleGAN3 changed.
AI & ML
Random Forest: An Ensemble Learning Method
How random forests turn many unstable decision trees into one reliable model: bagging, random features, out-of-bag scores and working scikit-learn code.
Cloud
Auto Scaling VMs on AWS, GCP, and Azure
How Auto Scaling groups, managed instance groups and Virtual Machine Scale Sets add and remove VMs, and how to tune them so scaling is fast and calm.
Generative AI
Conditional GANs: Controlling the Output
How conditional GANs let you choose what the generator makes: label inputs, AC-GAN, the projection discriminator, conditional batch norm and pix2pix, with PyTorch code.
AI & ML
Decision Trees: Making Decisions Using Data
How decision trees learn yes-or-no questions from data: Gini and entropy, overfitting and pruning, regression trees, and working scikit-learn code.
Cloud
Pricing Models: On-Demand, Reserved, Savings Plans, and Spot
How on-demand, reservations, savings plans, committed use discounts and Spot pricing work on AWS, GCP and Azure, and how to combine them safely.
Generative AI
Training GANs: Tips, Tricks, and Common Pitfalls
Why GAN training breaks, how to read the signs, and the fixes that work: a solid DCGAN baseline, loss choices, spectral norm, R1, EMA and a debugging checklist.
AI & ML
Logistic Regression: Understanding Probabilities
How logistic regression turns a weighted sum into a probability: the sigmoid, log loss, odds ratios, thresholds, imbalance and scikit-learn code.
Cloud
Instance Types and Families Explained
How to read and choose VM instance types on AWS, GCP and Azure: families, memory ratios, CPU architectures, burstable credits, local disks and rightsizing.
Generative AI
Implementing VAEs: A Step-by-Step Guide
Build a convolutional variational autoencoder in PyTorch: data, encoder, decoder, loss, KL warm-up, evaluation, sampling and checkpoints.
AI & ML
Linear Regression: Predicting Outcomes
How linear regression predicts numbers: the model, least squares, gradient descent, scikit-learn code, the assumptions that matter and when to regularize.
Cloud
Comparing VM Offerings Across AWS, GCP, and Azure
EC2, Compute Engine and Azure VMs side by side: naming, families, disks, maintenance, stop billing, Spot, discounts and SLAs, and how to choose.
Generative AI
Mathematical Foundations of VAEs
Where the VAE loss comes from: latent variable models, the evidence lower bound, the closed-form KL term and the reparameterization trick, with PyTorch code.
AI & ML
Key Concepts and Terminologies in ML
The machine learning vocabulary you need: features, labels, parameters, hyperparameters, splits, overfitting, metrics and leakage, with runnable examples.
Cloud
Understanding Azure Virtual Machines
How Azure VMs really work: size names decoded, VM families, managed disks, availability options, power states, pricing choices and the CLI basics.
Cloud
Modern E-Commerce Checkout Flow Architecture With Payments
A reference architecture for checkout: server-side pricing, stock reservations, payment intents, idempotency, webhooks, the outbox pattern and failure recovery.
Exploring GCP Compute Engine Instances
Exploring GCP Compute Engine Instances "Infrastructure is no longer just a cost center — it's a competitive differentiator. And nowhere is that more visible than in how you choose, configure, and optimize your virtual machines.
Building Your First Generative AI Model: A Practical Guide
In today's digital landscape, Generative AI has transformed from a research curiosity to a powerful tool driving innovation across industries. Whether you're looking to create text, images, code,…
Recap and Q&A: Introduction to Generative AI
Welcome to the final installment of our "Month 1: Introduction to Generative AI" series! Over the past 30 days, we've embarked on an exciting journey exploring the fundamentals, applications, and…
Generative AI
Comparing Cloud Platforms for Generative AI
How Amazon Bedrock, Microsoft Foundry and Google's Gemini Enterprise Agent Platform compare on models, agents, grounding, safety and cost, and how to choose.
Cloud Services for Generative AI: Azure Offerings
In the rapidly evolving landscape of artificial intelligence, Microsoft Azure has positioned itself as a powerful platform for organizations looking to harness the potential of generative AI. As…
Cloud Services for Generative AI: GCP Offerings
In the rapidly evolving landscape of artificial intelligence, Google Cloud Platform (GCP) has positioned itself as a formidable player in providing comprehensive services for generative AI. As…
Generative AI
Cloud Services for Generative AI: AWS Offerings
A practical map of AWS's generative AI services: Amazon Bedrock and Nova, Knowledge Bases, Guardrails, AgentCore, SageMaker AI, Trainium, Kiro and pricing.
Generative AI in Marketing and Personalization
In the ever-evolving digital landscape, marketers face a constant challenge: how to deliver personalized experiences at scale while maintaining authenticity and relevance. Enter generative AI—a…
Generative AI in Finance: Risk Modeling and Beyond
In today's rapidly evolving financial landscape, the intersection of generative AI and financial risk management represents one of the most exciting frontiers in fintech. As someone who's spent…
Generative AI in Healthcare: Opportunities and Challenges
In today's rapidly evolving technological landscape, generative AI has emerged as a transformative force across industries. Healthcare, with its complex challenges and information-rich…
The Future of Generative AI: Trends to Watch
Generative AI has rapidly evolved from an experimental technology to a transformative force across industries. As an experienced IT professional working with cloud platforms, understanding where…
Introduction to Reinforcement Learning in Generative AI
Reinforcement Learning (RL) is a type of machine learning where an agent learns to make decisions by taking actions in an environment to maximize cumulative rewards. When applied to generative AI,…
Generative AI in Image and Video Synthesis
In the rapidly evolving landscape of artificial intelligence, few advancements have captured the imagination of creators, technologists, and the public alike as profoundly as generative AI. This…
Real-World Use Cases: Deepfakes and Their Impact
Deepfakes represent one of the most significant technological challenges of our time, blending advanced AI capabilities with potential societal impacts. Let's explore this fascinating yet…
Generative AI
Exploring OpenAI's GPT Models: Word Up! Bot
How OpenAI's GPT models are offered as an API, how to pick a tier, call them with the Responses API, and run them through Azure, Bedrock or Vertex AI.
Generative AI in Text Generation
Welcome to today's edition of "Word Up! Bot" where we explore the fascinating world of Generative AI for text generation across the major cloud platforms. Whether you're a seasoned AI professional…
Case Study: AI-Generated Artwork
In today's digital landscape, artificial intelligence has transcended its traditional role in data processing to become a creative partner in art generation. Let's explore this fascinating…
Generative AI in Art and Music: The Creative Revolution
In today's digital landscape, Generative AI has emerged as a powerful force transforming how we create and experience art and music. From AI-generated paintings that sell for thousands of dollars…
Ethical Considerations in Generative AI: Navigating the New Frontier
Generative AI represents one of the most transformative technological developments in recent years. As cloud platforms rapidly integrate these capabilities into their service offerings,…
Applications of Generative AI in Everyday Life
Generative AI has rapidly evolved from a cutting-edge research topic to a technology that touches our daily lives in countless ways. From the content we consume to the tools we use for work and…
The Role of Transformers in Generative AI
Transformers have become the backbone of modern generative AI, powering everything from chatbots to image generation systems. First introduced in the 2017 paper "Attention Is All You Need" by…
Introduction to Generative Adversarial Networks (GANs)
Generative Adversarial Networks, or GANs, represent one of the most fascinating innovations in artificial intelligence in recent years. First introduced by Ian Goodfellow and his colleagues in…
Introduction to Variational Autoencoders (VAEs): From Basics to Advanced Applications
Welcome to another comprehensive guide from TowardsCloud! Today, we're diving into the fascinating world of Variational Autoencoders (VAEs) - a powerful type of deep learning model that's…
Overview of Generative Models: VAEs, GANs, and More
Welcome to another exciting exploration in our cloud and AI series! Today, we're diving deep into the fascinating world of generative models—a cornerstone of modern artificial intelligence that's…
Generative vs. Discriminative Models: What's the Difference?
When we dive into the world of machine learning, two fundamental approaches stand out: generative and discriminative models. While they may sound like technical jargon, these approaches represent…
Deep Learning Basics: Layers and Learning Rates
Have you ever wondered how your phone recognizes your face to unlock, or how Netflix seems to know exactly what movie you’ll binge next? The secret sauce behind these modern marvels is deep…
Understanding Neural Networks: The Backbone of AI
Have you ever wondered how your smartphone recognizes your face, how Netflix predicts what movie you’ll love next, or how self-driving cars navigate busy streets? The answer lies in neural…
Pioneers of Generative AI: Meet the Inventors
Generative AI is transforming the world as we know it, from creating stunningly realistic images to composing music and even writing code. But who are the minds behind this revolution? This isn't…
Key Definitions and Concepts in Generative AI
Generative AI. It sounds like something straight out of a science fiction movie, doesn't it? Robots painting masterpieces, computers composing symphonies, algorithms dreaming up new worlds. While…
The History of Generative AI: From Concept to Reality
Imagine a world where machines can create art, compose music, and even write stories. This isn't science fiction—it's the reality of Generative AI. But how did we get here? Join us on a journey…
Setting Up a Simple ML Project: Tools and Platforms
Welcome to the final blog in our "Introduction to Machine Learning and AI" series! If you've been following along, you now have a solid understanding of the basics of machine learning (ML) and…
Introduction to Model Training and Evaluation. Challenges in AI and Machine Learning
Artificial Intelligence (AI) and Machine Learning (ML) are revolutionizing industries by enabling smarter decisions, automating complex tasks, and uncovering hidden patterns in data. However,…
AI is Transforming Industries: The Role of Data in Machine Learning
Welcome back to my blog series on the fascinating world of Artificial Intelligence (AI) and Machine Learning (ML)! If you’ve been following along, you’ll know we’ve explored everything from the…
History of AI: From Turing to Modern ML & Types of Machine Learning Algorithms
Artificial Intelligence (AI) has come a long way since its inception, evolving from theoretical concepts to transformative technologies that shape our daily lives. In this blog, we’ll explore the…
Supervised vs. Unsupervised Learning: Applications of Machine Learning in Everyday Life
Machine Learning (ML) is no longer confined to the realms of academia and tech giants; it’s deeply integrated into our everyday experiences. From personalized recommendations on Netflix to spam…
AI vs. Machine Learning vs. Deep Learning: Understanding the Differences
Alright, folks, let’s be real—AI, Machine Learning, and Deep Learning sound like something out of a sci-fi movie. But for most people, they’re as confusing as assembling IKEA furniture…without the…
Cloud
Deep Dive into AWS EC2 Instances
How EC2 instances really work: the Nitro platform, type names, VPC placement, security groups, key pairs, EBS and instance store, IMDSv2 and health checks.
Cloud
Choosing a Cloud Provider: One Cloud or Several
How to pick between AWS, Google Cloud and Azure from your real constraints, and when running on more than one cloud is worth its cost.
Cloud
AWS vs. GCP vs. Azure: Core Differences
How AWS, Google Cloud and Azure differ underneath: account structure, identity, networking, zones and pricing, plus a service-by-service map.
Azure Support and Documentation Resources
Navigating the Azure ecosystem can sometimes feel like exploring a vast galaxy. But fear not! Microsoft provides a wealth of support and documentation resources to guide you on your journey.
Cloud
Creating Your First Azure Virtual Machine
Create a small Linux VM in the Azure portal and with the Azure CLI, connect safely over SSH, keep it within the free account and clean up afterwards.
Cloud
Azure Free Tier and Billing Overview
How the Azure free account's credit, spending limit and free services work, how billing is organized, and how to set budgets and alerts.
Mastering Microsoft Entra Identity and Access Management
So, grab your favorite caffeinated beverage, and let's embark on this journey together!
Azure Global Infrastructure: Regions and Availability Zones
An Azure Region is a set of datacenters deployed within a latency-defined perimeter and connected through a dedicated regional low-latency network. In simple terms, it's a geographical area where…
Cloud
Navigating the Azure Portal
How the Azure portal is laid out, how to find and organize resources, and where to set up access, alerts, budgets and Cloud Shell.
Cloud
Introduction to Microsoft Azure
What Microsoft Azure is, how subscriptions and resource groups organize it, its core services, and how to create your first resources safely.
Cloud
Navigating the GCP Support Maze: A Guide to Resources
Where to find answers on Google Cloud: the docs, status pages, community forums, Gemini Cloud Assist and the Customer Care support plans.
Cloud
Launching Your First GCP Compute Engine Instance
Create a Linux VM on Compute Engine from the console or gcloud, connect over SSH or IAP, keep it inside the Free Tier and clean up afterwards.
Cloud
GCP Free Tier and Billing Overview
How the Google Cloud Free Trial and Free Tier work, how billing accounts connect to projects, and how to set budgets, alerts and spend caps.
GCP Identity and Access Management
Google Cloud IAM is a unified system for managing access to resources in GCP. It allows you to grant granular access to specific resources and prevents unauthorized access to others. Think of it…
Cloud
GCP Global Infrastructure
How Google Cloud regions, zones and multi-regions work, which resources live at which level, and how to pick a region for latency, cost and compliance.
AI & ML
The Evolution of Artificial Intelligence
Artificial Intelligence (AI) has come a long way since its early beginnings, when it was more of a philosophical question than a technological field. Today, AI is not just a science-fiction dream…
What is Machine Learning?
Hello, fellow tech explorer! You’ve probably heard the buzzword Machine Learning (ML) thrown around a lot, but do you really know what it means? If not, don’t worry! By the end of this blog,…
Introduction to Generative AI: What Is It?
Welcome to the "Word Up! Bot" section of Towardscloud.com! If you’ve been following our previous sections like "Fluffy Computing" and "Artificial Unintelligence," you’re in for another exciting…
Navigating the GCP Console
Welcome to an exciting journey through the Google Cloud Platform (GCP) Console! Whether you're a seasoned developer or a curious newbie, navigating the GCP Console can unlock a world of…
Cloud
Introduction to Google Cloud Platform (GCP)
What Google Cloud is, how projects and billing accounts organize it, its core services, where it is strong and weak, and how to start safely.
AWS Support and Documentation Resources
Welcome back to our exhilarating AWS journey! After launching your first EC2 instance, it’s time to ensure you have all the support and knowledge you need to keep soaring in the cloud.…
Cloud
Creating Your First AWS EC2 Instance
Launch a Linux server on Amazon EC2 from the console or CLI, connect over SSH, Instance Connect or Session Manager, and clean up without stray charges.
Cloud
AWS Free Tier and Billing Overview
How the AWS Free Tier works since July 2025, from credits to free and paid plans, and how to track spend with budgets, tags and Cost Explorer.
AWS Identity and Access Management (IAM)
Welcome back to our AWS adventure! After exploring the vast AWS Global Infrastructure, it's time to focus on something just as crucial: AWS Identity and Access Management (IAM). Think of IAM…
AWS Regions and Availability Zones
Welcome back to our AWS adventure! After mastering the AWS Management Console, it’s time to zoom out and take a look at the bigger picture—the AWS Global Infrastructure. Think of it as the world…
Navigating the AWS Management Console
Welcome back to our cloud computing journey! After diving into the basics of Amazon Web Services (AWS) yesterday, it's time to get hands-on and explore the AWS Management Console. Think of it as…
Introduction to Amazon Web Services (AWS)
Welcome to the exciting world of Amazon Web Services (AWS)! Whether you're a tech newbie, a seasoned developer, or someone who just loves a good cloud pun, you're in the right place. Today, we're…
Cloud
Setting Up Free Accounts on AWS, GCP, and Azure
How the free offers on AWS, Google Cloud and Azure work today, how to sign up for each, and the guardrails to set before you launch anything.
Key Terminologies in Cloud Computing
Welcome back to our cloud adventure! Over the past week, we've soared through the basics of cloud computing, its history, the "aaS" family, deployment models, and weighed the benefits and…
Benefits and Challenges of Cloud Computing
Welcome back to our ongoing cloud saga! Over the past few days, we've explored what cloud computing is, its history, the "aaS" family, and cloud deployment models. Today, we're putting on our…
Deployment Models: Public, Private, Hybrid, and Multi-Cloud
Welcome back to our cloud adventure! Over the past few days, we've demystified cloud computing, traveled through its history, and met the "aaS" family—IaaS, PaaS, and SaaS. Today, we're hitting…
Cloud Service Models: IaaS, PaaS, SaaS
Welcome back to our cloud journey! Over the past couple of days, we've explored what cloud computing is and took a wild ride through its history (remember those time-traveling mainframes?).…
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