Shani7 Insights

[Shani7 Insights @Shani_insights]

@valohabercisi Any major Changes Riot planing to do that could change the meta similar to ability cooldown from 30 to 60 sec?

[Shani7 Insights @Shani_insights]

@akoratana @matei_zaharia @pbailis @rauchg @zoink @drewhouston 100X

[Shani7 Insights @Shani_insights]

@valohabercisi Thanks for the leaks....any leak regarding Battlepass flex or battlepass bandit or melee

[Shani7 Insights @Shani_insights]

@RiotCindyr You created a Smoker ... thats it no new mechanic or a reason to lock this character what does it bring to the table that clove can't?

[Shani7 Insights @Shani_insights]

@valohabercisi New agent healer controller much needed will impact the meta ....and for the bundle hoping for an Ultra edition

[Swapna Kumar Panda @swapnakpanda]

Learning System Design in 2026?

Go for these completely FREE courses:

1. Fundamentals
https://t.co/IDGW3De1EA

2. Load Balancing
https://t.co/KlhVjDQyy6

3. Caching
https://t.co/E73QXGlNDV

4. Sharding & Partitioning
https://t.co/ZsLV5rVcrz

5. Database Replication
https://t.co/dtEvSPXrB8

6. Consistent Hashing
https://t.co/Oy1BUf23xe

7. CAP Theorem
https://t.co/jFfObbFc39

8. Microservices
https://t.co/nYizg4BLrA

9. Message Queues
https://t.co/UiFwA4ZB56

10. Rate Limiting
https://t.co/s6vyKcgnZE

11. API Design
https://t.co/AUx3IzQkir

12. Fault Tolerance
https://t.co/HpLji5RTod

13. Scalability
https://t.co/uovZHvzSBf

14. Event-Driven Architecture
https://t.co/cAkbLpPfqd

15. Service Discovery
https://t.co/tdjRfah2re

[Vaishnavi @_vmlops]

Data Scientist Interview?

Stop scrolling. This guide has 120+ real interview questions & answers ML, SQL, Stats, Case Studies, everything

Prep smart, not hard

https://t.co/6BVI2aM2mK

[Jaydeep @_jaydeepkarale]

📂 Machine Learning Engineer
├─ 📂 Foundations (START HERE)
│ ├─ 📂 Python Basics
│ │ ├─ Variables, loops, functions
│ │ └─ Writing clean Python code
│ │
│ ├─ 📂 Math for ML
│ │ ├─ Linear Algebra (vectors, matrices)
│ │ ├─ Probability
│ │ └─ Statistics
│ │
│ ├─ 📂 Data Handling
│ │ ├─ Pandas
│ │ ├─ NumPy
│ │ └─ Data Cleaning
│ │
│ ├─ 📂 Data Visualization
│ │ ├─ Matplotlib
│ │ └─ Seaborn
│ │
│ └─ 📂 SQL
│ ├─ Joins
│ ├─ Aggregations
│ └─ Window Functions
│
├─ 📂 Core Machine Learning
│ ├─ 📂 ML Fundamentals
│ │ ├─ Bias vs Variance
│ │ ├─ Overfitting / Underfitting
│ │ └─ Train / Test / Validation
│ │
│ ├─ 📂 Algorithms
│ │ ├─ Linear & Logistic Regression
│ │ ├─ Decision Trees
│ │ ├─ Random Forest
│ │ └─ XGBoost
│ │
│ └─ 📂 Model Evaluation
│ ├─ Accuracy, Precision, Recall
│ ├─ ROC-AUC
│ └─ Cross Validation
│
├─ 📂 Deep Learning (LATER)
│ ├─ 📂 Neural Network Basics
│ │ ├─ Perceptron
│ │ ├─ Activation Functions
│ │ └─ Backpropagation
│ │
│ ├─ 📂 PyTorch / TensorFlow
│ │ ├─ Model Building
│ │ └─ Training Loops
│ │
│ └─ 📂 Specializations
│ ├─ NLP
│ └─ Computer Vision
│
├─ 📂 Production & MLOps (LAST)
│ ├─ 📂 Model Deployment
│ │ ├─ FastAPI / Flask
│ │ └─ REST APIs
│ │
│ ├─ 📂 MLOps
│ │ ├─ Experiment Tracking
│ │ ├─ Model Versioning
│ │ └─ Monitoring & Retraining
│ │
│ └─ 📂 Cloud
│ ├─ AWS / GCP / Azure
│ └─ Docker & CI/CD
│
└─ 📂 Career Layer
├─ 📂 Projects
│ ├─ End-to-end ML projects
│ └─ Real datasets
│
├─ 📂 Interview Prep
│ ├─ ML theory
│ ├─ Case studies
│ └─ System design (ML)
│
└─ 📂 Portfolio
├─ GitHub
└─ Blog / Case Studies

[Shani7 Insights @Shani_insights]

@valohabercisi It feels the knife was rushed...
Doesn't feel worth the price

[Vaishnavi @_vmlops]

This GitHub repo breaks down how to build RAG systems from scratch & it’s seriously underrated

Covers data pipelines, dataset creation, LLM fine-tuning, advanced RAG & agentic workflows with real-world tools

A must-save for AI builders
https://t.co/Pvnoyppl4g

[ℏεsam @Hesamation]

these two videos will change the trajectory of your career. you must go bullish on one-person business. it’s the future of work.

@thedankoe has been preaching about one-person business for years. i took his advice seriously and built this account. best decision of my life.

thanks to AI, the future of career is massively shifting to OPB at a fast pace. but it’s not as simple as whipping out Claude Code and building the thing. there are so many diverse skills that go into creating a profitable business:
> communication
> marketing and funnel design
> product design
> making an offer and pricing
> writing and articulating
> advertising

and these are just aside from all the hard skills if you’re building an app. to learn how to make a successful OPB, start by these two videos.

i genuinely believe one-person business is the simplest most practical solution to making yourself immune to rattles and shocks that will take over traditional work in the coming years. you’re already seeing it with mass layoffs.

you will thank yourself for making this decision in a couple of years. i have been offering this to so many people and few take it seriously. don’t be that guy.

[Shani7 Insights @Shani_insights]

@ericw_ai Sure for prototyping sounds great ... But at largescale for hundreds of users with 4 LLM considering their inference time with their knowledge cutoff . Practically i dont think the ROI will be good.

[ℏεsam @Hesamation]

bro casually walks and explains 5 GPU performance optimization methods for LLMs. one of the most simple and intuitive explanations for beginners.

[Shani7 Insights @Shani_insights]

@GlobalEsportsIn Why does Killjoy always win arguments?
She’s got all the bots to back her up!😇

If this automated your happiness😄😄, leave a comment. If not, let the bots handle it—maybe another agent will trigger some laughs.

[Shani7 Insights @Shani_insights]

@VltSentinel Undefeated (a-ha)
That's why they call me
Undisputed (a-ha)

.... VLT 3-0
#feelthevelocity

[Shani7 Insights @Shani_insights]

@VltSentinel This is the Best Run for VLT ....
One of the best matches....
1 more for Upper Bracket run ....

[Shani7 Insights @Shani_insights]

@RheaRipley_WWE Happy Birthday ... The Best Wrestler and Entertainer of this decade

[Shani7 Insights @Shani_insights]

@sadhna6389 Send

[Shani7 Insights @Shani_insights]

@VALORANT Was Expecting Major Agent changes......'Expectation is the only seed of disappointment'

[Shani7 Insights @Shani_insights]

@NefflynBe Lucifer