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What is Marketing?<br/>Marketing is the process of promoting, selling, and distributing a product or service. Its types include digital, content, social media, and email marketing.<br/>Types of Marketing<br/>Digital marketing includes social media, email, and search engine optimization.<br/>Content marketing involves creating and sharing valuable content to attract and retain customers.<br/>Event marketing includes promoting and hosting events to reach target audiences.<br/>Digital marketing is the promotion of products or services using digital technologies. It includes SEO, PPC, social media, email, and content marketing.

Understanding Marketing and Its Types

⏲ 3:12 👁 605K

Adam Erhart

10 USEFUL digital marketing tools for 2024 (MUST HAVE!)

⏲ 15 minutes 7 seconds 👁 29.3K

Be Productive

7 Best Digital Marketing Tools to Grow Your Business!

⏲ 6 minutes 44 seconds 👁 392

Welcome back to our journey through the world of Open RAN and machine learning. In this session, In this session, we'll explore the deployment of machine learning models in Open RAN networks, focusing on practical examples and deployment strategies.<br/><br/>Deployment Example:<br/>Consider a scenario where an Open RAN operator wants to optimize resource allocation by predicting network congestion. They decide to deploy a machine learning model to predict congestion based on historical traffic data and network conditions.<br/><br/>Deployment Steps:<br/><br/>1. Data Collection and Preprocessing:<br/>The operator collects historical traffic data, including throughput, latency, and user traffic patterns.<br/>They preprocess the data to remove outliers and normalize features.<br/><br/>2. Model Development:<br/>Data scientists develop a machine learning model, such as a regression model, to predict congestion based on the collected data.<br/>They use a development environment with libraries like TensorFlow or scikit-learn for model development.<br/><br/>3. Offline Model Training and Validation (Loop 1):<br/>The model is trained on historical data using algorithms like linear regression or decision trees.<br/>Validation is done using a separate dataset to ensure the model's accuracy.<br/><br/>4. Online Model Deployment and Monitoring (Loop 2):<br/>Once validated, the model is deployed in the network's edge servers or cloud infrastructure.<br/>Real-time network data, such as current traffic conditions, is fed into the model for predictions.<br/>Model performance is monitored using metrics like prediction accuracy and latency.<br/><br/>5. Closed-Loop Automation (Loop 3):<br/>The model's predictions are used by the network's orchestration and automation tools to dynamically allocate resources.<br/>For example, if congestion is predicted in a certain area, the network can allocate additional resources or reroute traffic to avoid congestion.<br/><br/>Subscribe to \

Session 17: Deployment of Machine Learning Models in Open RAN Networks

⏲ 4:9 👁 75K

CareerFoundry

Essential Tools All Digital Marketers Should Know (2024)

⏲ 8 minutes 8 seconds 👁 5.6K

Adam Erhart

10 Marketing Strategies Guaranteed to Grow ANY Business (PROVEN & PROFITABLE)

⏲ 28 minutes 50 seconds 👁 295.7K

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Technology of west world and aur incapabilities

⏲ 10:2 👁 25K

LYFE Marketing

15 FREE Digital Marketing Tools For Your Small Business

⏲ 12 minutes 24 seconds 👁 5.7K

WebFX

25 Tools Every Marketer Needs | Free + Paid Digital Marketing Tools

⏲ 7 minutes 27 seconds 👁 876

My Story - Jessica Renner's Story of Addiction, Recovery, and Redemption (Part 2)

⏲ 27:41 👁 20K

Simplilearn

🔥 Top 10 Digital Marketing Tools 2024 | Tools Required For Digital Marketing In 2024 | Simplilearn

⏲ 8 minutes 45 seconds 👁 3.1K

Aurelius Tjin

21 USEFUL Digital Marketing Tools To Grow Your Business

⏲ 18 minutes 22 seconds 👁 528.3K

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