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

( and why I rejected them )
🧵👇

How to learn Python for machine learning. 🐍

The beginner's guide.
(based on my real life experience of mentoring 300+ students)

🧵👇

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

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)

Everyone tells you how important math is in machine learning.

But I believe that if you want to learn machine learning today, there are things more important than math which very few people will tell you about.

Here are 5 of them.

🧵 👇🏻

The field of machine learning has been very academic which is why there is so much emphasis on learning math for it.

But, today with the frameworks that we have, not knowing how to multiply matrices is far less of an issue than knowing how to use the tools in this list 👇🏻

Yes, I know; you have R, Julia, and whatnot for machine learning but as of today, Python is the industry standard.

Get your data structures and algorithms right in Python because you will need them, here are some concepts worth learning 👇🏻

Let's say you're building the next big GPT-3 powered app that's going to take over the world.

You add a new feature to your app but it breaks the entire thing, what do you do now?

Learn Git, the ultimate version control tool.

I use this cheat sheet for all my git needs 👇🏻

You will be constantly be working on multiple packages which specific python version requirements 🐍

Virtual environments like Anaconda or Poetry will make this process much easier for you.

Who likes to see broken dependencies while running code?

Machine learning terms you must know about as a beginner.

🧵👇

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.

(2 / 11)

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.

(3 / 11)

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.

(4 / 11)

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.

(5 / 11)

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)

Are you planning to learning machine learning this year?

These are the Python frameworks you need to learn as an absolute beginner.

🧵👇

It can be overwhelming seeing all the machine learning frameworks at once and not even knowing what they do.

I made this thread so that your machine learning journey becomes just a little bit easier.

(2 / 11)

This thread will only focus on Python frameworks.

Why?
Because Python is the most common path into machine learning.

( If you have experience with any other language then learning Python will not be difficult at all. )

(3 / 11)

Here's the entire list:

- Pandas
- Numpy
- Matplotlib
- TensorFlow
- PyTorch
- Keras
- Scikit Learn

Let's see what they do.

(4 / 11)

You'll have to interact with csv files or databases on a regular basis to access data in machine learning, pandas helps you do just that.

The cool thing about Pandas is that it actually doesn't change the original data...

(5 / 11

The Transition from the old to the new.

The QFS is alive and doing its snoopy thing, but it is not yet active with accounts. How is the old going to transition to the new? This is a good question./1

The QFS must be active when the RV/Redemption takes place because all RV and Redemption funds will be placed in the QFS as gold-back currencies in the currency of the nation where the RV or the Redemption takes place./2

This is the Global Currency Reset that all countries will go through when the funds are released. The RV funds are released and deposited into QFS accounts as gold-backed currencies; thus the Global Currency Reset./3

Keep in mind that this Global Currency Reset means the world has reset their currencies to the whole new system of finance for the world.
There will be no fanfare or public announcement when the QFS is activated./4

There are those in the financial industry who will know or suspect that the QFS has been turned on but there will be very few “tells” that it has been activated and fully functioning. The alliance wants this to be seamless./5

The story of Aare Ona Kakanfo Afonja, and the fall of the great Oyo Empire is absorbing. If you're interested in this beautiful history of pre-colonial south western Nigeria, keep a date with me later tonight. 🙏🏾

The Kakanfo and fall of Oyo Empire.
Thread.
Of the 14 Kakanfos so far, the tenures of three of them who were military commanders considerably impacted the history of, first, the Old Oyo Empire, and by extension, the rest of Yorubaland.

The three Kakanfos were Afonja of Ilorin, Kurunmi of Ijaye, and Obadoke Latoosa of Ibadan. The last two of the 14, who were civilians and honorary holders of the title nevertheless impacted the history of Yorubaland, and also the entire Nigerian nation.

Aare-Ona-Kakanfo Afonja:
In the mid-1700s, around 1750 and thereabouts, a powerful Oyo warrior was growing in stature; a man called Afonja. His father was Laderin. Laderin himself was the son of Alugbin, who himself was the son of Pasin.

Alaafin Majeogbe ruled Oyo from 1754 to 1770, and was succeeded by Alaafin Abiodun same year. Abiodun was on the throne for about 19 years, until 1789 when he was murdered by his own son, Aole.
Aole became Alaafin, and ruled from 1789 to 1796.

20 lies that the world feeds us everyday

A thread...

Lie 1:
If you don't settle in your 20s, you are gone!
This is the decade.
You don't get another chance.
Study fast, get a job, get married, kids, that car, that house.
Quickly!
Time's running.
Look at everyone else doing it!

Lie 2:
People who are poor are lazy.
People who are rich are hardworking.
It is your fault if you haven't made it in life.
Look at everyone else who made it.
There is nothing granted or gifted in life.

Lie 3:
Those in corporate jobs, are unambitious.
They have sold their soul.
They are addicted to the salaries.
They could have done so much more with their life.
But they decided to spend it working for someone else.

Lie 4:
Starting your own business is the surest way of making money.
You can never get rich earning a salary.
You can never get rich working for someone else.

Soon to be mother, Mrs. Gemma Edwards was never a believer of miracles until it was time for her to deliver...

Gemma and her husband Craig Edwards had already chosen a name for their unborn child, they named her "SKYE"and she was truly a miracle from the sky...

#OdogwuTales

She was already booked to deliver her baby Skye via Ceasarian Section because she had an extra bone in her pelvis making her birth canal questionable

It was 4days before her due date but she just felt the urge to go to the hospital and she went...she was rushed in for surgery...

Baby "Skye" was delivered and she just cried a little and stopped and that's when the doctors knew all was not well...

Baby Skye had rashes and bruises all over her body, she also had severe heart, blood and lung problems...

Her internal orgrans were practically shutting down!

Doctors told the Mr & Mrs Edwards that if she had spent another 3hours at home, Baby Skye would have died in her womb that her coming in early gives her a chance at survival...

Doctors worked hard to save Baby Skye but no one could figure out what was wrong, after a few hours...

All hope was lost for Baby Skye and the doctors called the hospital chaplain to say prayers, Craig and Gemma were told to take pictures before it was too late

Family members flocked to the hospital to say "Goodbye" to the little girl that had just arrived..BUT GOD WAS NOT DONE!

10 Life Lessons You Won't Learn Anywhere Else.

Previously, I might have given some lessons I have learnt in 24 Months,

By nature man should learn, adapt and survive,

It's through pain that you learn the greatest secrets of life, things we ignore but really matter,

Which lessons?

Let's see,

1. Be ready to unlearn anything- by unlearning, chances of anything happening are infinite,

People change,

Times change,

Feelings change,

When this happens, take a step back, don't bitch around, feel, heal and move on. Create your reality.

2. Relearn- Your existence is random, nature would be so unfair or fair to have you where you are. It's your life, YOU,

It is what it is, just does not work,

You have to make it work, so you must learn,

Faster to even outrun your capabilities.

3. Every man is intimidated by your success- Your success is ONLY important to anyone if it's beneficial to them in a way. It's not about you, it's about them,

Be careful with heights, it's slippery and way too far down.