I've recently dived into the realm of AI/ML with my recent project of building a chatbot for my group project at college, and decided to start building a personal project as well. But while researching the available options, I realized that what I need isnt truly present as is in any LLM or LVM. So I had to dig deeper, towards the core of these models and found out about RANs and GANs. Let me break the concept down for you. GAN and RAN are both types of neural networks used for machine learning tasks, but they differ in their architectures and purposes: Generative Adversarial Networks (GANs): Purpose : Generate new data (images, text, music) that closely resembles existing data. Architecture : Two competing networks: 1. Generator: Creates new data by drawing from random noise. 2. Discriminator: Tries to distinguish real data from generated data. The generator learns to improve its creations by fooling the discriminator, leading to progressively more realistic and creative outputs....
Understand that Instagram rewards accounts that keep users on the platform. Thus your aim as a business account should be more than just getting a few hundred likes on a post. In fact, you want to give your customers something to engage with to keep them there. Understand that Instagram like many other platforms requires time and effort. There are no quick tips and tricks on the road to popularity. It's about repeatedly giving your audience what they want on a consistent basis. I am going to be focusing mainly on your feed. Do understand that there are strategies for your IG profile bio, IG stories, and IG Live as well. There are even DM strategies too. So where do you start? Know Your Audience Have you spent time identifying your audience? If not then stop reading this immediately and figure that out. Your audience informs your strategy. Not just for IG but for any platform/niche/marketing in general. You have to have a deep understanding of your audience and the tribe you are try...