techNmak's profile picture. AI, coding, software, and whatever’s on my mind.

Tech with Mak

@techNmak

AI, coding, software, and whatever’s on my mind.

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There are 2 career paths in AI right now: The API Caller: Knows how to use an API. (Low leverage, first to be automated, $150k salary). The Architect: Knows how to build the API. (High leverage, builds the tools, $500k+ salary). Bootcamps train you to be an API Caller. This…

techNmak's tweet image. There are 2 career paths in AI right now:

The API Caller: Knows how to use an API. (Low leverage, first to be automated, $150k salary).

The Architect: Knows how to build the API. (High leverage, builds the tools, $500k+ salary).

Bootcamps train you to be an API Caller. This…

A Kafka Partition is NOT a single file. It is a directory. If a Partition was just one massive 10TB file, Kafka would be incredibly slow. Why? Because of Retention. To enforce 'Delete data older than 7 days,' the OS would have to chop off the beginning of that 10TB file.…


Tech with Mak reposted

Every AI/ML engineer needs to know this. 58 tutorials. Free. Why AI/ML engineers need FastAPI: You built an amazing model. Now what? → Serve predictions via API → Build model monitoring dashboards → Deploy ML apps to production → Create data annotation tools FastAPI is…

techNmak's tweet image. Every AI/ML engineer needs to know this.

58 tutorials. Free.

Why AI/ML engineers need FastAPI:

You built an amazing model. Now what?

→ Serve predictions via API
→ Build model monitoring dashboards
→ Deploy ML apps to production
→ Create data annotation tools

FastAPI is…

The Zombie Database => why your disk is full (and it's not data) You get a PagerDuty alert: > Disk Usage 90%. > You log in. > You check the tables. They haven't grown. > You suspect bloat, so you run VACUUM. > Disk usage stays at 90%. You are fighting the wrong enemy. Your…


Infrastructure-as-code solved deployment. But it created a new problem: complexity at scale. Hunting through AWS consoles to understand what's deployed. Manually tracking policy violations. Spending hours on Terraform migrations. Responding to CVEs one account at a time.…

techNmak's tweet image. Infrastructure-as-code solved deployment. But it created a new problem: complexity at scale.

Hunting through AWS consoles to understand what's deployed. Manually tracking policy violations. Spending hours on Terraform migrations. Responding to CVEs one account at a time.…

My doctor told me to reduce stress. I replaced Apache with Nginx. 😉 Nginx (pronounced "engine-x") -> - Web Server - Reverse Proxy - Load Balancer ⭐ NGINX is a reverse proxy load balancer, meaning it manages connections between clients and backend servers. ◾ It is free &…

techNmak's tweet image. My doctor told me to reduce stress. I replaced Apache with Nginx. 😉

Nginx (pronounced "engine-x") ->

- Web Server
- Reverse Proxy
- Load Balancer

⭐ NGINX is a reverse proxy load balancer, meaning it manages connections between clients and backend servers.

◾ It is free &…

Tech with Mak reposted

You can take 100 ML courses. Or you can watch Andrew Ng's Stanford CS229. If you haven't watched this, you're missing the foundation everyone assumes you have. 20 lectures. Free. Here's what you're missing: While you're jumping between courses and tutorials, serious ML…

techNmak's tweet image. You can take 100 ML courses. Or you can watch Andrew Ng's Stanford CS229.

If you haven't watched this, you're missing the foundation everyone assumes you have.

20 lectures. Free.

Here's what you're missing:
While you're jumping between courses and tutorials, serious ML…

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