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ML Engineer Deploying Fast ⏩ Reliable ⏩ Models for a Data-Driven Sustainable World - MajorMask

MajorMask - Overview

Manan Aggarwal, Author at Happenings@LPU

The Sustainable Development Goals (SDGs) set forth by the UN provide a call for immediate action to end poverty, safeguard the environment, and guarantee that by 2030 everyone will live in peace and prosperity. Achieving these ambitious goals necessitates the harnessing of innovative technologies and methodologies, particularly within the realm of Machine Learning (ML). ML will play a critical role in propelling forward, the SDGs. By leveraging the capabilities of Artificial Intelligence (AI) to process vast datasets, identify patterns, and facilitate accurate predictions, these technologies offer unprecedented opportunities to address complex societal and environmental challenges across diverse sectors. A comprehensive literature review is conducted to explore the extensive applications of ML in achieving the SDGs, highlighting its potential to revolutionize traditional approaches and foster productivity. Issues about data privacy, algorithmic bias, and ethical considerations are critically analyzed to underscore the necessity for a balanced approach.

A Review of Machine Learning for Sustainable Development Goals

Brief: 

Passionate Machine Learning Engineer with over 2 years of hands-on… · Experience: EIT Digital · Education: Aalto University · Location: Finland · 500+ connections on LinkedIn. View Manan Aggarwal’s profile on LinkedIn, a professional community of 1 billion members.

Manan Aggarwal - EIT Digital | LinkedIn

Manan_Aggarwal

Read writing from Manan Aggarwal on Medium. Storyteller | Artificial Intelligence Enthusiast | Data Science Expert & Instructor | SEO, Marketing and Copywriting Specialist

Manan Aggarwal – Medium

Manan Aggarwal | The Muse

Adulting can be tough, but it's all about learning and growing. Adulting is about:

- Forgetting a lot of mistakes, instances and experiences.
- Forgiving yourself and others
- Following your passions
- Feeling a lot of emotions at once

Remember, it's okay to make mistakes and it's important to practice self-forgiveness. Pursue your passions, and don't be afraid to feel all the feelings that come along with adulting. 

#adulting #selfgrowth #passions 

#adulting #selfgrowth #passions | Manan Aggarwal

I remember back in the non-AI days, the beginner courses used to look quite different.

They started with learning:

Syntax of the programming language
Semantics for Problem Solving
Real execution.

I love how it changed straight to:

Solve problems (with AI)

I remember back in the non-AI days, the beginner courses used to look quite different.

They started with learning:

Syntax of the programming language
Semantics for Problem Solving
Real… | Manan Aggarwal

AI HATES your HANDS!

There are three reasons for this.

AI works with pattern recognition.

To understand an apple, an AI model has to compare it with another apple.

Artists don't do that. They simplify things.

Three reasons:

1. Data size and quality: Hands are just mentioned as hands in a data description with limited hand pictures to learn from.

2. The way hands act: They can curl and extend. Some fingers can be visible, but some won't be in all the data, unlike faces.

3. The low margin of error: We have higher standards for perfect hands. (basically, you take your hands too seriously 😶)

The solution: More feedback and labels.

#aiart #machinelarning #generativeai #generativeart #ai #artificalintelligence #llms

#aiart #machinelarning #generativeai #generativeart #ai #artificalintelligence #llms | Manan Aggarwal

How do influencers get views?

Let's take Mr. Ankur Warikoo for eg,

I worked on an assignment for wariCrew.

Here is what I got:

P.S. Data and consistency are the secret sauce though!

#have_to_use_hashtags_because_you_dont_like_the_post_out_of_the_goodness_of_your_heart

#datascience #dataanalytics #socialmedia #influencers

How do influencers get views? | Manan Aggarwal

Tit for Tat is scientifically true

according to data science

There is a concept of a Prisoner's dilemma.

The dilemma suggests if you should cooperate with others or defect.

It is interesting to visualize since this can apply to everything.

Because defection gets you 5 points which is a bigger reward than co-operation, people would tend to do so.

The 1980s Axelrod Tournament on this concept made it possible for us to understand 

The conclusion: Be kind and forgiving but retaliatory

Do you agree with it? 
 
#datascience #machinelearning #science #experiment #thoughtexperiment #computerscience #research #gametheory #coding 

Tit for Tat is scientifically true | Manan Aggarwal

Are you an entrepreneur?

Then, you should NOT look for investors.

Before investment and equity were buzzwords (Thanks to Shark Tank India),

there was CROWDFUNDING ✨!

It is simple!

You need $1000
--> pitch your idea on 
--> crowdfunding platform 
--> 100 people will give you $10 each.

(The number of people and amount are just examples.) 

As an entrepreneur, crowdfunding gives you:

1️⃣ People who Believe in Your Vision and Passion

2️⃣ Product-Market Fit and Organic Marketing

3️⃣ Deep connections with your audience and invaluable feedback

Would you use it as a founder/entrepreneur?

How do the SHARKS feel about crowdfunding?

#entrepreneurship #founders #funding #entrepreneur #startup #investors 

#entrepreneurship #founders #funding #entrepreneur #startup #investors | Manan Aggarwal

"Cereal entrepreneurs"

It isn't wrong.

Airbnb's coufounders were called cereal entrepreneurs.

They sold special-edition cereals called Obama O's and Cap'n McCains (based on Barack Obama and John McCain) in the presidential elections of 2008.

This was in order to 

-> Pay bills

This is the most underrated part of startups. If you don't have funds to sustain, you won't have time to grow your startup.

I believe this is street smart (Jugaad) you need to be an entrepreneur.

What kind of jugaad do you do in your daily life?

#founders #startups #ycombinator

#founders #startups #ycombinator | Manan Aggarwal

Today, I hit my 3 year anniversary as a freelancer.

Here is a hack to pitch your first client!

(Skip to the comments for the hack)

Keep reading for some gyaan.

The importance of making an offer. 

I was reading a post from Ishita Khanna 🌟 which made me realize that it is really important to be clear as a freelancer. 

Even when someone asks you how much would cost. You should have an estimate. That estimate should include:

1️⃣ Industry standards: Just google the pay rate of your niche as a freelancer.

2️⃣ Your Expectations: How much volume of work you can handle, and what amount of money would you like to sustain yourself?

3️⃣ YOUR VALUE: Just because someone is charging 50$ for something doesn't mean you have to as well. Estimate your experience and the USPs you have.

Comment your freelance tips below!

P.S. Check comments for a template.

#freelance #writing #apna_sapna_money_money😎 

Btw it is Iceland that I was flying above in the picture.

#freelance #writing #apna_sapna_money_money | Manan Aggarwal

I love the days when I'm high.

_________________________

High on life!

But what about those learning curves?

The days which do not seem to end.

As much as I hate them, they are the ones that make it possible to get to those days when we feel like embracing life.

Because how will you experience the highs when there is no low in your life.

Mentally, I am here 👎
Mentally, I am in the present, working toward the future ✅

#future #present #past #noregrets

#future #present #past #noregrets | Manan Aggarwal

# DevFest St. John's Experience

$ git init
Initialized empty DevFest experience.

$ git add InsightfulDay.txt
Added insights from a day filled with tech wisdom.

$ git commit -m "Attended an enlightening event"
Committed to learning at DevFest St. John's.

$ git log
Author: Manan Aggarwal
Date: 2nd December 2023

InsightfulDay.txt:
- Great Git Debate resolved 
- Mastered technical writing
- Upcoming Next JS in React previewed 
- Engaging talks by amazing speakers 

$ git add Insights.txt
Added enlightening takeaways from remarkable speakers.

Insights.txt:
- AbdulKabir Sulaiman's warm welcome 
- Shawn Chen's React Native insights 
- Lesley Chard's Design Thinking for Developers 
- Meagan Campbell's technical writing tips 
- Sushmitha Batchu on Prompt Engineering
- Mitchell Hynes' GitHub & Open Source wisdom 
- Tim Oram's Git Rebase mastery 
- Jack H.'s Modern Server-side Web Dev outlook 

$ git push origin LinkedInPost
Pushed a day full of tech insights to LinkedIn!

#git #machinelearning #ai #gdsc #gdg #googlestudents #github #react #javascript

# DevFest St. | Manan Aggarwal

Got this in the newsletter today.

This got real, really fast.

Credits: Steve Nouri

Got this in the newsletter today.

This got real, really fast.

Credits: Steve Nouri | Manan Aggarwal

I won a startup hackathon two years ago,

receiving almost Rs. 3 lakhs in grant!

This whole experience taught me that BUDGETING is essential as an entrepreneur. Wherever you go, however much you spend, it should be accounted for. It would come in handy to expand and sustain a startup.

That's how the startups gain:

1. Investor confidence
2. Financial control
3. Broader vision

That being said, here is an excel template to begin with in the comments.

#hackathon #startups #finance #money #entrepreneurs

#hackathon #startups #finance #money #entrepreneurs | Manan Aggarwal

It's a common myth that you need 10,000 hours to become an expert. But as it turns out, the number of hours alone isn't enough. To truly excel in a domain, you need four essential elements: a valid environment, many repetitions, timely feedback, and deliberate practice. 

A valid environment means that you're practising in a setting that's similar to the real-world situations you'll encounter in your field. For example, chess masters become experts by recognizing chess positions due to their extensive experience in a valid environment. On the other hand, stock picking is a low-validity environment, leading to poor performance by most investment professionals. 

Repetition is key to becoming an expert. You need to attempt tasks repeatedly, with feedback, to improve. Seeking patterns in randomness can lead you astray. 

Timely feedback is crucial for learning and improving. People have a hard time accepting average results and often try to find patterns in randomness. Immediate and timely feedback helps you adjust your approach and improve your performance. 

Finally, deliberate practice means focusing on your weaknesses and working to improve them. It requires effort, concentration, and a willingness to push yourself outside of your comfort zone. 

So, forget the 10,000-hour rule. Instead, focus on these four elements to become an expert in your field. 

P.S. You don't need to be an expert to have fun while learning.

It&#39;s a common myth that you need 10,000 hours to become an expert. | Manan Aggarwal

I was sitting at the dinner table beside a girl.

We talked, and I got to know....

she is a first-year CS student!

She wasn't able to understand what I do for a living.

So, I told her.....

I am a contractor who renovates the dining hall adding better chairs, tables, reducing waiting time, etc without compromising the runtime and footfall in the dining hall.

Contractor ⏩ MLOps Engineer 
Renovates ⏩ deploys ML models
Dining hall ⏩ Website
Chairs, tables⏩ functionalities 
waiting time ⏩ model deployment time

Read it again ;)

Let me know if you understand this.

It's an underrated but IMPORTANT tech job.

P.S. D-hall food will always be bad😐

#jobs #mlops #devops #azure #machinelearning #ml #mun #dininghall #dhall

#jobs #mlops #devops #azure #machinelearning #ml #mun #dininghall #dhall | Manan Aggarwal

A fruitful journey of 4 months came to an end.

Many regards to Professor Matthew Hamilton for his kind words. 

Here's the Letter of Recommendation for the Machine Learning Engineer role at Memorial University of Newfoundland.

#recommendation #jobs #tech #technology #lor #ml #datascience #dataanalytics 

LOR for MLOps | Manan Aggarwal

I remember the moment when I was called on Canadian National News!

One of the most unexpected experiences I have ever had.

Researching as an ML Engineer and working in radio are the highlights.

Here's a glimpse from CBC/Radio-Canada with Adam Walsh on The Signal.

#mlengineer #radio #news #jobs #datascience #volunteer 


I remember the moment when I was called on Canadian National News! | Manan Aggarwal

I had the privilege of hosting a radio show last weekend.

I interviewed Neil Bose, President of Memorial University of Newfoundland.

The insightful conversation will be live on Acast and The Muse soon.

Here are the glimpses:

#mun #canada #radio #host #show #jobs #hosting #memorial 

I had the privilege of hosting a radio show last weekend. | Manan Aggarwal

Ashneer Grover calls IIT degree show-off.

But it is not!

In my opinion, it is a testament to your PREPARATION.

Coming from a tier 3 college, I know the feeling of being compared to an IITian, but this post isn't about IITs or my university.

It is about #preparation, which I hate and you shouldn't. It should be clear to you that lack of preparation leads to failure. 

You cannot replace your preparation with luck or just natural #talent. 

IIT/JEE examination makes you habitual in preparation.

This becomes your attitude and #habit in no time hence, you have a high chance to get #successful. When the stakes are high, preparation is your ticket to #success.

Preparation should be a habit, not a choice. PERIOD

You can get notified about my posts. Click the 🔔 icon on my profile (just like YouTube)

#learning #consistency

Ashneer Grover calls IIT degree show-off. | Manan Aggarwal

Did you notice this in public speakers?

_________

They're funny.

When they're on stage, they don't fear to crack one or two jokes.

Try to have one or two tricks up your sleeve to engage your audience.

It could be a funny (relevant) story.
It could be an energy check.
It could be a simple question.

But remember to leave an impact as Vishnu Chowdhary 🔥 bhaiya says.

How would you engage your audience?

#publicspeaking #speaker 

P.S. The image is of Changemakers of Amazon induction. The man standing beside me is Raunak Raj, the current President who is redefining the community. 

#amazon

Did you notice this in public speakers? | Manan Aggarwal

I am happy to share this new milestone with you. 

It is the best feeling ever.

One of those includes my interview on CBC/Radio-Canada with Adam Walsh, The Signal. 

Others include my interview with the President of Memorial University of Newfoundland.

All of those are just because of my urge to work as a volunteer.

I was given this LOR by one of the prominent artists in Newfoundland, Colleen Power.

#volunteer #recommendation #lor #jobs #work #hire #host #radio #interview #experience

I am happy to share this new milestone with you. | Manan Aggarwal

"Show me your Spotify Wrapped ", asked my friend at the dinner table.

She doesn't know, but she gave me an idea!

As a #datascientist and #MLEngineer, I must know how it works! 

Listening to "Shotgun" by George Ezra:

Spotify's Interface records and relays your musical preference to the Spotify data center.

Your song choice securely joins a vast musical dataset stored using cloud-based databases like #bigquery , facilitated by data pipelines structured via Apache Kafka.

Backend algorithms analyze your "Shotgun" pick, employing ML libraries like TensorFlow for predictive analysis.

ML models, fine-tuned through neural network architectures using libraries like PyTorch, learn from your preferences to predict your evolving musical taste.

MLOps engineers deploy models via containerization tools like Docker, Inc, orchestrated using Kubernetes, ensuring seamless updates via CI/CD interfaces.

Engaging frontend interfaces crafted using React and D3.js visualize your music journey, revealing top artists, genres, and listening habits through interactive visuals powered by Plotly.

From your choice of "Shotgun," traversing through data pipelines, ML models, and finally, vibrant interfaces, Spotify Wrapped unveils your musical story in a technical symphony!

#spotify #datascience #machinelearning #ai #dataanalytics


Spotify Unwrapped | Manan Aggarwal

If you travel more, you earn less.

That's what the data suggests!

52% of the GenZs take 3+ trips/year.

61% of them are more likely to earn less than their peers.

I have heard a lot of people say that travel rejuvenates and is essential.

Would you travel at the cost of your career?

#travel #travellers

P.S. You can check the comments for the source of data.

If you travel more, you earn less. | Manan Aggarwal

Manan Aggarwal

Machine Learning Engineer | Computer Vision Researcher @LOT-ART