Rusty  Shanahan

Rusty Shanahan

1597456800

Discovering the Topics that Drive Hip Hop

Their words have shaped a new generation, their subject matter is heard by millions. These four rappers have dominated the last two decades of hip hop, Kanye West, Drake, Lil Wayne, and Eminem. While their style is inherently different, their words are not. Using the latest in natural language processing techniques, we can determine what these artists have in common and in turn, what topics have been driving hip hop culture for the last two decades.

To do this I have implemented a Latent Dirichlet Allocation (LDA) model for topic modeling and word clouds for visualizing significant terms in each rapper’s lyrics. Here is a very brief overview of these techniques:

  • Latent Dirichlet Allocation (LDA): A topic modeling algorithm that outputs word lists for a predetermined number of topics (3 for this analysis).
  • Word clouds: A tool for visualizing the most frequently used words in a list.

These NLP techniques were ran on a collection of each rappers lyrics, about 22,000–40,000 words each. Then, after combing the lyrics of all of the artists, the analysis was ran again in hopes of discovering the major topics across hip hop.

Kanye West

Kanye’s music is defined by the LDA algorithm as a mix of talking about anger, partying, and his spiritual mindset.

Most significant topics:

Topic #1 (Angry Kanye):
money hate night fly kanye homie beat dreams kill drive mad crib

Topic #2 (Partying):
love best black yeezy club girl crazy house family act wish mama 

Topic #3 (Spiritual):
life god world old play school game high soul love cold mind year

“You may be talented, but you’re not Kanye West”

— Kanye West

#hip-hop #culture #machine-learning #music #data-science #deep learning

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Discovering the Topics that Drive Hip Hop
Rusty  Shanahan

Rusty Shanahan

1597456800

Discovering the Topics that Drive Hip Hop

Their words have shaped a new generation, their subject matter is heard by millions. These four rappers have dominated the last two decades of hip hop, Kanye West, Drake, Lil Wayne, and Eminem. While their style is inherently different, their words are not. Using the latest in natural language processing techniques, we can determine what these artists have in common and in turn, what topics have been driving hip hop culture for the last two decades.

To do this I have implemented a Latent Dirichlet Allocation (LDA) model for topic modeling and word clouds for visualizing significant terms in each rapper’s lyrics. Here is a very brief overview of these techniques:

  • Latent Dirichlet Allocation (LDA): A topic modeling algorithm that outputs word lists for a predetermined number of topics (3 for this analysis).
  • Word clouds: A tool for visualizing the most frequently used words in a list.

These NLP techniques were ran on a collection of each rappers lyrics, about 22,000–40,000 words each. Then, after combing the lyrics of all of the artists, the analysis was ran again in hopes of discovering the major topics across hip hop.

Kanye West

Kanye’s music is defined by the LDA algorithm as a mix of talking about anger, partying, and his spiritual mindset.

Most significant topics:

Topic #1 (Angry Kanye):
money hate night fly kanye homie beat dreams kill drive mad crib

Topic #2 (Partying):
love best black yeezy club girl crazy house family act wish mama 

Topic #3 (Spiritual):
life god world old play school game high soul love cold mind year

“You may be talented, but you’re not Kanye West”

— Kanye West

#hip-hop #culture #machine-learning #music #data-science #deep learning

Vikas  Sharma

Vikas Sharma

1623574551

Vikas Driving School Melbourne - Cheap Indian Driving Lessons

Experts say that you can’t become a skilled driver within a week. Driving, like many other skills, requires patience and lots of practice. Even if you’ve been driving for several years, it’s always a good strategy to learn new techniques and keep improving.

In this article, we’ll explain a few tricks that’ll help you become a better driver and avoid unexpected road accidents. These tricks will include everything, starting from taking professional driving lessons in Melbourne to properly using all the features in your car.

So, without any further ado, let’s get started.

1. Learn from Experts

If you’re an absolute beginner, the first step towards becoming a better driver would be to join a dedicated driving school in Melbourne. These schools have professional driving instructors who have years of experience in training novice drivers.

They’ll help you understand the basics of driving and also give you extra tips to stay confident behind the wheel. Another potential benefit of joining a driving school is that it’ll also help you pass the driving license test more easily. Why? Because the instructors will also share different rules and regulations that you must follow during the test.

2. Always Set Your Mirrors Correctly

Another crucial tip that’ll help you become a better driver is to adjust all the mirrors correctly. Many people keep the side mirrors too close that they only see the rear portion of their car and not the actual road.

Keep in mind that if you’re doing this, you won’t be able to know how many cars are behind you and it’ll become challenging to change lanes. So, learn how to adjust the slider mirror and the internal rearview mirror so that you always have a clear view of the back.

3. Maintain a Safe Distance From Other Cars in Traffic

While driving in traffic, make it a habit to maintain a safe distance from the car in front of you. The general thumb rule says that you should keep a distance of at least two full-length cars from the cars in front of you. This way even if the other driver brakes hard, you won’t go colliding into his/her vehicle.

4. Always Use Indicators While Changing Lanes

When it comes to driving in traffic, it’s quite natural to change lanes from time to time. However, switching lanes without using any signals may confuse other drivers and may become the reason for unexpected accidents.

So, while changing lanes, make sure to check the side and rearview mirrors first and then use the correct indicator. If you’re a beginner, your instructor from the driving school in Melbourne will ask you to master this tactic.

#driving school melbourne #driving school near me #driving school south morang #driving lessons melbourne #driving school werribee

Discovering the Topics that Drive Hip Hop

Using advanced natural language processing (NLP) techniques to find the similarities in hip hop’s top artists.

Their words have shaped a new generation, their subject matter is heard by millions. These four rappers have dominated the last two decades of hip hop, Kanye West, Drake, Lil Wayne, and Eminem. While their style is inherently different, their words are not. Using the latest in natural language processing techniques, we can determine what these artists have in common and in turn, what topics have been driving hip hop culture for the last two decades.

To do this I have implemented a Latent Dirichlet Allocation (LDA) model for topic modeling and word clouds for visualizing significant terms in each rapper’s lyrics. Here is a very brief overview of these techniques:

Latent Dirichlet Allocation (LDA): A topic modeling algorithm that outputs word lists for a predetermined number of topics (3 for this analysis).

Word clouds: A tool for visualizing the most frequently used words in a list.

These NLP techniques were ran on a collection of each rappers lyrics, about 22,000–40,000 words each. Then, after combing the lyrics of all of the artists, the analysis was ran again in hopes of discovering the major topics across hip hop.

#data-science #machine-learning #music #nlp #dialogflow #text-analysis

Driving School Glendale, Drivers License Test, Driver Training School California

Click2Drive driving school is a state-certified driving school in Glendale (behind the wheel driving school). We offer the required teen driver education online and teen, adult, and senior driver training curriculums. We have different types of packages for our customers, one of them Driver Test ready- Lesson or DMV test ready which is come with 2 hours.
Our services in Glendale: -
• Intro to Driving
• Reversing, parking, traffic signs
• Residential/ business
• Freeways and canyons
• Prescheduled DMV appointment
• 1-hour brush-up lesson
• Car for your DMV drive test
• Pick up and drop off
• Defensive driving
• Parallel parking
• 3 point turns

#driving #driving school glendale #driving lesson

Top driver training school in California – Click2Drive

If you are looking for a best driver training school in California then Click2drive is the perfect driving school for teenager. Click2drive provides an online driver’s education for learner. Here, you can get your driving license in within 3 easy steps with variety of driving lesson plan which will help you for getting your DMV approved license.

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