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Stanford's ALL FREE Courses [2024 & 2025] ❯ CS230 - Deep Learni...

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Articoli LLM Transformer Deep Learning Natural Language Processing Foundation Model
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Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
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Type: Content Original link: https://x.com/swapnakpanda/status/1979592645165850952?s=43&t=ANuJI-IuN5rdsaLueycEbA Publication date: 2025-10-23


Summary
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WHAT - The content is a tweet promoting a series of free courses offered by Stanford for the years 2024 and 2025. The courses cover various advanced AI topics, including Deep Learning, Reinforcement Learning, Deep Generative Models, Transformers and LLMs, Language Models from Scratch, and NLP with Deep Learning. It is educational material.

WHY - It is relevant for the AI business because it offers free advanced training on key technologies, allowing professionals to update their skills without additional costs. This can improve internal skills and keep the company at the forefront of AI technologies.

WHO - The main actors are Stanford University and the community of students and professionals interested in AI. The tweet was published by a Twitter user.

WHERE - It is positioned in the AI education market, offering free courses that can compete with other training platforms such as Coursera, edX, and Udacity.

WHEN - The courses are scheduled for the academic years 2024 and 2025, indicating a continuous and updated offer of educational content.

BUSINESS IMPACT:

  • Opportunities: Free training for staff, improvement of internal skills, and the possibility of attracting talent with advanced knowledge.
  • Risks: Dependence on external courses for training, risk of obsolescence of skills if the courses are not regularly updated.
  • Integration: The courses can be integrated into the company’s training plan, offering a continuous development path for employees.

TECHNICAL SUMMARY:

  • Core technology stack: The courses cover a wide range of AI technologies, including Deep Learning, Reinforcement Learning, Deep Generative Models, Transformers, and NLP. The frameworks and languages used vary depending on the course, but generally include Python, TensorFlow, PyTorch, and other machine learning tools.
  • Scalability: The courses are scalable in terms of access, allowing an unlimited number of students to enroll. However, the quality of learning depends on the students’ ability to follow the content autonomously.
  • Technical differentiators: The quality of teaching and Stanford’s reputation are the main differentiators. The courses offer access to world-class researchers and professors, ensuring cutting-edge content.

Use Cases
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  • Private AI Stack: Integration into proprietary pipelines
  • Client Solutions: Implementation for client projects
  • Strategic Intelligence: Input for technological roadmap
  • Competitive Analysis: Monitoring AI ecosystem

Resources
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Original Links #


Article recommended and selected by the Human Technology eXcellence team, processed through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-10-23 13:58 Original source: https://x.com/swapnakpanda/status/1979592645165850952?s=43&t=ANuJI-IuN5rdsaLueycEbA

Related Articles #

Articoli Interessanti - This article is part of a series.
Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
Part : This Article