spongebob

[Tech with Mak @techNmak]

The ultimate AI/ML learning stack.

From fundamentals to production systems.

20 books. 5 categories.

📚 Fundamentals:
→ Hands-On ML with Scikit-Learn, Keras & TensorFlow (Géron)
→ Data Engineering with Python
→ Storytelling with Data (Knaflic)

📚 Time Series:
→ Modern Time Series Forecasting with Python
→ Applied Time Series Analysis and Forecasting

📚 System Design:
→ Designing Machine Learning Systems (Huyen)
→ AI Engineering (Huyen)
→ Solutions Architect's Handbook
→ Practical ML for Computer Vision

📚 GenAI:
→ LLM Design Patterns (Ken Huang)
→ Generative AI with LangChain
→ Generative Deep Learning (O'Reilly)
→ AI Agents in Practice
→ Architecting AI Software Systems

📚 Product/Strategy:
→ The Profitable AI Advantage
→ Your AI Survival Guide
→ Reimagined: Building Products with Generative AI

Bookmark this stack.

[Ritesh Roushan @devXritesh]

If you're a Backend Developer,

don't ignore DevOps

Learn these concepts:

• Linux
• Networking (TCP/IP, DNS, HTTP)
• Docker
• Kubernetes
• GitHub Actions/CI/CD
• Nginx
• Reverse Proxy
• Load Balancing
• AWS (EC2, S3, IAM, VPC)
• Terraform
• Redis
• Kafka/RabbitMQ
• Prometheus & Grafana
• Logging (ELK/OpenSearch)
• SSL/TLS
• Auto Scaling
• Blue-Green & Canary Deployments
• Secrets Management
• Disaster Recovery

Writing code is only half the job

Knowing how it runs in production is what makes you a better backend engineer.

[Rohan Takke @rohan_takke]

⚙️ System Design Series | Module 1 [Foundations] | Post 06

Understanding REST APIs

A REST API (Representational State Transfer Application Programming Interface) is an architectural style that allows different software applications to communicate with each other over the internet using standard HTTP protocols.

It treats data as "resources" (like a user, a product, or an image) which are accessed via unique web addresses called Uniform Resource Identifiers (URIs)

[Suraj Sharma @suraj_sharma14]

If I had 6 months to become a Forward Deployed Engineer.

I'd do this.

Stage 1: Python and API Foundations
FastAPI, async, error handling, webhooks, REST/GraphQL, third-party SDKs.

Stage 2: Customer Integration Patterns
OAuth2, SAML, SSO, Salesforce/Slack/HubSpot APIs, webhook verification, retry logic.

Stage 3: Multi-Tenancy and Data Isolation
Row-level security, tenant identifiers, separate databases vs schemas, data partitioning.

Stage 4: Security and Compliance Basics
SOC 2, GDPR, HIPAA, PII redaction, encryption at rest and in transit, audit logging.

Stage 5: RAG for Customer Data
Secure ingestion pipelines, access control per document, citation tracking, permission filtering.

Stage 6: Deployment Automation
Docker, Kubernetes, Helm charts, CI/CD pipelines, one-click customer environments.

Stage 7: Observability and Dashboards
Distributed tracing, customer-facing health pages, usage metrics, SLA monitoring, alerting.

Stage 8: Incident Management and Debugging
Production debugging, log analysis, rollback strategies, post-mortems, customer communication during outages.

Stage 9: Documentation and Runbooks
Deployment guides, API docs, troubleshooting playbooks, onboarding checklists, knowledge base articles.

Stage 10: Requirements Gathering and Translation
Talking to non-technical stakeholders, translating business needs to technical specs, managing expectations.

Stage 11: Customer Success and Adoption
Usage analysis, feature adoption tracking, identifying expansion signals, reducing churn, proving ROI.

Stage 12: Public Portfolio and Case Studies
Document deployed projects, write implementation guides, share integration patterns, publish success metrics.

Most people stay stuck watching tutorials.

Builders get hired.

(Bookmark it)

[spongebob @Spongebobjn]

@nothinktanker @syedhaenz Hafiz e Quran knows religion better most no wonder he is very clear wrt Khawarjis unlike previous Generals who were fooled by their long Beards & talks abt Islam & Khilafat

[spongebob @Spongebobjn]

@junaidalirehan2 Many said Taliban is fighting for Islam ,well know its clear they are Pashtun Supermacist with Greater Afghanistan vision & hatred for Pakistan like their ancestors since 1947 for which they even collabrated their 1st Invaders Russia & then Indians & even invite Americans AID

[spongebob @Spongebobjn]

@junaidalirehan2 Iran fools Ajamis in name of Ummah Islam & Gaza while it is Persian Supermacist Group which want 1979 Revolution Khomenist Version of Shiaism & Vilayat e Faqih to be exported to Arab & other Sunni countries ,create chaos instability etc via Proxies Hezbollah Houthi Zainabyoun etc

[spongebob @Spongebobjn]

@bashirfibres @dvdamd @audaciousM__ Atleast don't lie with numbers even with PPP

2018 - $5255
2022 - $ 5526

So net $281 increased in 4 years which is $50 per year

[spongebob @Spongebobjn]

@bashirfibres @dvdamd @audaciousM__ PPP is referred when comparing entirely different economy like US - Pakistan or Pakistan-Europe not when similar Cost of Living in neighbours

[spongebob @Spongebobjn]

@bashirfibres @dvdamd @audaciousM__ comparing absolute number with neighbours India & Bangladesh where purchase Power parity is almost similar. Their GDP per Capita actualy rose in number here only Population & GDP rose not absolute GDP per capita numbers
Pak was almost bankrupt in 2022 words of Imran Khan Srilanka

[spongebob @Spongebobjn]

@bashirfibres @dvdamd @audaciousM__ Did Economy doubled in 2 years no,Population increased at 3-4% and at same rate GDP increased

Supose ur family had 5 people net yearly spent(GDP) was 500 now u have 9 people and ur yearly spent is 900 ,GDP increaded by 80 % but still per person it is 100 only GDP per capita same

[YourCloudDude | AWS & Python @yourclouddude]

Good AWS notes can save you hours of rewatching tutorials 🚀

[Parag pawar @promptparag]

Learn AI for free directly from top companies.

1 - Anthropic:
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2 - Google:
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3 - Meta:
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4 - NVIDIA:
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5 - Microsoft:
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6 - OpenAI:
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7 - IBM:
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8 - AWS:
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9 - https://t.co/Hzn46Ke4zx:
https://t.co/ksMyqOggV4

10 - Hugging Face:
https://t.co/AzjnlwdHQ4

Comment "Learning" if you find this helpful.

Repost so others can take help.

Must bookmark for future reference.

[spongebob @Spongebobjn]

@dvdamd @audaciousM__ Imran came at $1569 and left at $1538 over 4 years net GDP person remained same ,any increase in GDP/Economy was due to Huge Population Rise & PKR falling wrt Dollar every year & both needs to be controlled & its almost similar in 2026.

[spongebob @Spongebobjn]

@dvdamd @audaciousM__ Text me when GDP per capita increases ,bcz all this growth is just bcz of Exploding Population while ONE Pakistani still spends same money per year in 2017 & 2026 thats GDP per capita

[spongebob @Spongebobjn]

@dvdamd @audaciousM__ I wanted u to put this data ,GDP increased but GDP per Capita (means GDP divided by Population) did not increase.Why?
Bcz only Population increased hence GDP increased not bcz income of 1 Pakistani increased,it remained Same in 2017 in 2022 and almost similar in 2026

[spongebob @Spongebobjn]

@dvdamd @audaciousM__ This is GDP per capita of Pakistan Bangladesh & India ,it was almost similar in 2017 then it decresed till 2020 then increased to same level as 2017 when Imran Khan left,while Bangladesh & India moved forward.

If GDP increased by 6% then GDP per capita should show 6% increase ??

[spongebob @Spongebobjn]

@PibnTaymiyyah @pakistanii32 Safavids converted whole Iran to Shia from Sunni just to look different from Ottomans

[spongebob @Spongebobjn]

@PibnTaymiyyah @pakistanii32 Shias only know how to pull Legs of other Muslims,Safavids did to Ottoman who were trying to conquer Western Europe & then Mullah Regime did to Arab ,before 1979 united Arabs fought 3 wars with Izreal in 30 years

[spongebob @Spongebobjn]

@172Kashif @ahmad__bobak baap k road h dukan k aage 10 ft badh k karobar krre road jam krre awaam ko talif dere,mtlb saare galat kaam krne ki azadi dede tb sb acha.