This is how I got three job offers as a 16-year-old high school student.

( and why I rejected them )
🧵👇

There are a million machine learning tutorials and courses out there which makes it really hard to choose the right one for you.

Here are some that I really like that you might find useful.
🧵 👇🏻

Before we begin, here's some unsolicited advice.

It is not about how many courses you take that matters but the problems that you solve with your knowledge.

You can take any combination of courses and tutorials from this list that you think will be useful.

Python crash course by Traversy Media (YouTube)

• Introduces you to a lot of basic concepts in Python
• Only 1.5 hours long

Intermediate Python course (YouTube)

• Helps you understand some of the more difficult concepts in Python

The neural networks series by 3blue1brown (YouTube)

• Visually explains neural networks
• Short and concise

Are you planning to learn Python for machine learning this year?

Here's everything you need to get started.
🧵👇

In this thread, we'll look at all the concepts in Python you need to know for machine learning along with free resources to help you out.

All of this is based on my experience of successfully teaching 300+ students how to code using Python.

(2 / 19

You can use many languages for machine learning, why Python?

Because of 2 reasons:
- Comparatively easier to learn than other languages
- Has the biggest and most mature community

This makes Python a no-brainer to learn for machine learning as a beginner.

(3 / 19)

These are the absolute basics which you must know about:

- Basic terminal commands
- Basic arithmetic (+,-,/,*)
- Accepting user input
- For & While loops
- Exception handling
- If-Else statements
- Functions, modules & Imports

(4 / 19)

Then comes the more tougher concepts which you must know about:

- Object oriented programming in Python:Classes, Objects, Methods
- PIP (Pypi)
- List slicing
- String formatting
- Dictionaries & Tuples
- Managing environments
- Dunder methods like __init__

(5 / 19)

Here's what you'll hear when you first get into machine learning.

- Neural networks
- Loss
- Weights
- Biases
- Epochs
- Neurons
- Optimizers
...

It can get very confusing really fast!

Here are some of the terms you should know about.
(I wish I had this before)

🧵👇

These terms won't mean anything unless you know what Machine learning is all about.

> Machine learning is the process of making a program which allows a computer to learn from data.

The data could be anything, images, audio or even text.

In machine learning we use something called a neural network, this is essentially an imitation of the human brain.

> Neural Networks are a digital imitation of the neurons you see in the human brain.

In these neural networks, data flows through them and each neuron (the circle) has a numerical value which will change.

> The value of a neuron gets changes to something which is close to what we want each time the data passes through the neural network.

Think of the neurons as dials on a lock, you have to tune every dial to open the lock.

It is almost impossible for a human to tune thousands of dials like these, but a computer certainly can.

Everything you need to know about the math for machine learning as a beginner.

🧵👇

Before diving into the math, I suggest first having solid programming skills.

For example👇

(2 / 17)

In Python, these are the concepts which you must know:

- Object oriented programming in Python : Classes, Objects, Methods
- List slicing
- String formatting
- Dictionaries & Tuples
- Basic terminal commands
- Exception handling

(3 / 17)

If you want to learn python, these courses are freecodecamp could be of help to you.

🔗Basics: youtube .com/watch?v=rfscVS0vtbw
🔗Intermediate :youtube .com/watch?v=HGOBQPFzWKo

(4 / 17)

You need to have really strong fundamentals in programming, because machine learning involves a lot of it.

It is 100% compulsory.

(5 / 17)

Which libraries do you really need to get started with Machine Learning and why?

🧵👇

First and foremost, make sure that you have nailed the fundamental concepts of Python because machine learning requires a lot of programming!

(2 / 19)

If you know these topics, then you are good to go with machine learning in Python

- Object-oriented programming in Python:Classes,Objects,Methods
- Lists & List functions
- List comprehension
- List slicing
- String formatting
- List,Dictionaries & Tuples

(3 / 19)

Now, let's understand what popular python machine learning libraries do.

We will talk about👇
- TensorFlow (+ Keras)
- PyTorch
- Pandas
- Numpy
- Matplotlib
- SciKit Learn
- Seaborn

(4 / 19)

Now let's cover the libraries that you have to learn (at least the basics) for machine learning

1. Pandas

Pandas is a python library that allows you to store and read data from spreadsheets ( .csv, .xlsv files ) in structures called Dataframes.

(5 / 19)

Your Most PRECIOUS Currencies:

-Energy

-Time

-Attention

-Trust

-Love

-Loyalty

-Respect

Only give these currencies to high value people. Never spend these currencies on low value shitheads eg: trolls, weasels, snakes, naysayers etc.

'Wait, I thought money was the most important currency?'

Nah.

Once you adopt abundance mentality, you realize their is no shortage of money.

Making the dollars your most important currency will have you leading an empty life.

Time to flip your perspective.

👇

▪Energy

When you strip yourself to the core, you are an emotional creature.

Emotions are your internal worlds energy.

Harnessing that energy is crucial for leveraging yourself to obtain whatever you want.

You have a finite amount everyday, so spend it wisely.

▪Time

A second that is lost will never be returned.

You start valuing the hell out of this currency the more you mature.

As the years start adding up, you realize time is precious.

You must always have a scarcity mindset towards time.

Once you do so, you will not be lazy.

▪Attention

You can be here, but not present.

Attention is completely mental.

Giving someone your attention means you are clearing up mental bandwidth to make room for them.

Only give your attention to people who help you grow.

For the negative ones?

Ignore their existence

I used to work 14+ hour days and have a 'no days off' mentality. This year I cut that shit off and focused on building a career and life of quality. The results are higher income, more time to enjoy life, schedule on my terms + stronger relationships. Fuck your "hustle."

The reality is 99% of people's "hustle" is just them hustling themselves. Hustling yourself out of life and into a worker cog. The exact opposite of what you want to become when you're an entrepreneur. You're becoming the same system you sought to destroy.

To build a successful business it takes way more than just plain old hard work. I am a huge believer in American grit, not American hustle. You need hard work, but if that is all you can bring to the table, you have no place running a business.

People work hard because they believe in what they're doing or they feel they have to make it happen. I get that. We have families and people counting on us. But you are failing them all when you live in your office.

We are privileged in even being able to run a business. If you are lucky enough to do that, you owe it to yourself, your loved ones, and the people counting on you to do it the right way. Be healthy. Sleep. Live your life. Be more than your career. 🖤

THE TRUTH BEHIND WHY ONLY 2% OF PEOPLE SUCCEED AND 98% OF PEOPLE FAIL

(Plus a 30 minute exercise to get you into the top 2%)

//Thread//

Quick PSA: If you get value from this thread, please share some Knowledge Karma and retweet the first tweet 👆

Thank you.

Now let's upgrade your life..

I'll start by addressing the elephant in the room.

This is not another thread about "positive thinking" and us ing affirmations to get what you want.

You will need to take action for this to work.

If you are willing to do that

Read on 👇

Psychological Fact #1 : Reality = What you experience in your mind.

Reality is not objective.

This is why a man with a million dollars can say he's "depressed"

While a man with nothing in his pocket can say he's "happy"

and they can both be right at the same time.

A plastic surgeon noticed a pattern in his patients.

Even though a patient underwent transformative surgery and OBJECTIVELY looked more beautiful

Many came out of surgery and still saw an ugly person in the mirror.

How is this possible?

It all boils down to self belief.

[🔞 hopekook, rimming] happy vday if you celebrate it, last night i fell asleep thinking about a horny hopekook date where they set aside time to cuddle and watch something soothing and mindless. jk chooses a nature documentary, more for background ambiance than anything else.

they start out with hobi laying crosswise on the couch, and jk crawls between his legs, rests his head on hobi's sternum. he likes to cuddle like that because he can hear hobi's heartbeat. also hobi will usually skritch his scalp when they're in this position.

he's doing that now, running his fingers from jk's forehead to the nape of his neck, but then he scoops along jk's ear instead. fingertips smoothing along the shell curve and then gently tugging on his earlobe. he keeps doing it, repetitive. the apartment is warm.

and quiet, too, except for the doc in the bg and the soft sounds of their breathing. hobi's fingertips keep tugging easily, gently on his ear lobe and all of a sudden jk realizes he's getting hard. he doesn't pay it much mind, one or both of them often do when they cuddle, even

if it's just a cuddle session & not anything further. but then hobi moves his leg, feels it, laughs softly, & moves his leg again - this time, deliberately. jk smiles, rubbing his mouth against hobi's sweatshirt. he rolls his hips, real slow like, and feels hobi's dick, too.

10 Common Money Myths

That Could be Costing you $1,000's

// Thread //

1. YOLO

It's true that you only live once.

It's NOT true that you should:

- Live in debt
- Work until you die
- Live paycheck to paycheck

What you can do is:

- Live in the moment
- Save for your future
- Start investing today

Balance is the key.

YOLO is not.

2. LLC's are for the rich

You don't have to earn $100,000s to form an LLC.

An LLC:

- Offers tax advantages
- Limits personal liability
- Avoids double taxation

If you have a business and want to earn money, then it's time to consider forming an LLC.

3. I'll be Poor Forever

What you believe determines your future.

The journey to wealth won't be easy.
If it were easy, everyone would be wealthy.

Getting there will take:

- Discipline
- Hard work
- Consistency
- Determination

Change your mindset, Change your reality.

4. Buying a House is Better than Renting

Homeownership means:

- Less flexibility
- High upfront costs
- Long term commitment
- Unexpected additional costs

This may not work for your personal situation.

Make sure you’re financially and emotionally fit to make a home purchase.