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Exploring Data Science Tools: My Adventures with Python, R, and More

Welcome to my data science journey! In this blog post, I'm excited to take you on a captivating adventure through the world of data science tools. We'll explore the significance of choosing the right tools and how they've shaped my path in this thrilling field.

Choosing the right tools in data science is akin to a chef selecting the finest ingredients for a culinary masterpiece. Each tool has its unique flavor and purpose, and understanding their nuances is key to becoming a proficient data scientist.

I. The Quest for the Right Tool

My journey began with confusion and curiosity. The world of data science tools was vast and intimidating. I questioned which programming language would be my trusted companion on this expedition. The importance of selecting the right tool soon became evident.

I embarked on a research quest, delving deep into the features and capabilities of various tools. Python and R emerged as the frontrunners, each with its strengths and applications. These two contenders became the focus of my data science adventures.

II. Python: The Swiss Army Knife of Data Science

Python, often hailed as the Swiss Army Knife of data science, stood out for its versatility and widespread popularity. Its extensive library ecosystem, including NumPy for numerical computing, pandas for data manipulation, and Matplotlib for data visualization, made it a compelling choice.

My first experiences with Python were both thrilling and challenging. I dove into coding, faced syntax errors, and wrestled with data structures. But with each obstacle, I discovered new capabilities and expanded my skill set.

III. R: The Statistical Powerhouse

In the world of statistics, R shines as a powerhouse. Its statistical packages like dplyr for data manipulation and ggplot2 for data visualization are renowned for their efficacy. As I ventured into R, I found myself immersed in a world of statistical analysis and data exploration.

My journey with R included memorable encounters with data sets, where I unearthed hidden insights and crafted beautiful visualizations. The statistical prowess of R truly left an indelible mark on my data science adventure.

IV. Beyond Python and R: Exploring Specialized Tools

While Python and R were my primary companions, I couldn't resist exploring specialized tools and programming languages that catered to specific niches in data science. These tools offered unique features and advantages that added depth to my skill set.

For instance, tools like SQL allowed me to delve into database management and querying, while Scala opened doors to big data analytics. Each tool found its place in my toolkit, serving as a valuable asset in different scenarios.

V. The Learning Curve: Challenges and Rewards

The path I took wasn't without its share of difficulties. Learning Python, R, and specialized tools presented a steep learning curve. Debugging code, grasping complex algorithms, and troubleshooting errors were all part of the process.

However, these challenges brought about incredible rewards. With persistence and dedication, I overcame obstacles, gained a profound understanding of data science, and felt a growing sense of achievement and empowerment.

VI. Leveraging Python and R Together

One of the most exciting revelations in my journey was discovering the synergy between Python and R. These two languages, once considered competitors, complemented each other beautifully.

I began integrating Python and R seamlessly into my data science workflow. Python's data manipulation capabilities combined with R's statistical prowess proved to be a winning combination. Together, they enabled me to tackle diverse data science tasks effectively.

VII. Tips for Beginners

For fellow data science enthusiasts beginning their own journeys, I offer some valuable tips:

Embrace curiosity and stay open to learning.

Work on practical projects while engaging in frequent coding practice.

Explore data science courses and resources to enhance your skills.

Seek guidance from mentors and engage with the data science community.

Remember that the journey is continuous—there's always more to learn and discover.

My adventures with Python, R, and various data science tools have been transformative. I've learned that choosing the right tool for the job is crucial, but versatility and adaptability are equally important traits for a data scientist.

As I summarize my expedition, I emphasize the significance of selecting tools that align with your project requirements and objectives. Each tool has a unique role to play, and mastering them unlocks endless possibilities in the world of data science.

I encourage you to embark on your own tool exploration journey in data science. Embrace the challenges, relish the rewards, and remember that the adventure is ongoing. May your path in data science be as exhilarating and fulfilling as mine has been.

Happy data exploring!

[intellectuallyattractive]

Salam!! My name is Fatema! I wanted to know if it is possible to have a compile or a master list for flirting/poems/pick up lines esspecialy for when fellow girlies post pics on instgram and u just wanna sound cooler then using “حبيبت��" "تخبلين❤️❤️" and such is that possible. I lack so much vocabulary and I will be using your account for help! Please? 🥺🥺🥺

Wa' alaikom assalam, Fatima

تخبلين sounds like something Iraqi or from the gulf, while I understand it, I don't think I'll be able to accurately make a good list in that particular dialect.

In general, or at least in my dialect (Levantine) girls usually use some terms that are commonly romantic between friends as terms of endearment, for example

حَبيِبْتِي ḥabībtī (my beloved)

عُيَونِي ʿyounī (my eyes)

قَلْبِي ʾalbī (my heart)

عُمْرِي ʿumrī (my life : in the sense of the years of my life)

حَيَاتِي ḥayātī (my life : in the sense of the life I'm living)

يَا قَمَر yā ʾamar (i.e "you moon"; I know it sounds weird but you're telling her she's pretty. trust me)

If you want to tell your friend she looks great in a photo you can say

منَوْرَة mnawwrah (you are dazzling)

بتجنني betjanninī (you drive people crazy i.e. you look stunning)

مَا أَحْلاكِ mā aḥlākī (you look so pretty)

قَمَرْ يَا نَاس ʾamar yā nās (people, look at this moon)

If you want more stuff, there is this post

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السلام عليكم 🌷🌷

how can i start learning grammar? i’ve started learning vocab but i feel overwhelmed by grammar and don’t know where to start. thanks so much!

جزاك الله خير

وعليكم السلام ورحمة الله وبركاته

I have a tag for grammar lessons and questions here, I'm still working on updating the lessons.

I also made a small check list of the topics I'd like to cover.

Of course, if you have any questions don't hesitate to ask me. I'm a huge grammar nerd and I get excited when I have any opportunity to discuss Arabic grammar ^^

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Rhetorik: Tipps für schwierige Gespräche mit Mitarbeitern

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Do you have any MSA Arabic textbooks that you recommend? Also, I was wondering if you had any advice on how to properly make a study plan for learning a new language. I want to learn Russian, mainly using the New Penguin Course, but I don't know how to do it really. Sorry if that made no sense.

Sure! The three books that I’m using I highly recommend!! The grammar reference book may be too much as a beginner, but it is the most valuable thing as you keep learning. 

Ultimate Arabic: Beginner-Intermediate + [Audio]: Since this is for self-learners, this does a nice job at easing you into the alphabet + grammar without making you learn too much at once. It also teaches dialects once you are done with the MSA part :D

Arabic Grammar in Context: Explains all those grammar rules and has examples. Great for exercises once you learn the grammar topic in the textbook.

Modern Standard Arabic Grammar: A Learner’s Guide: An amazing grammar reference. It is very thorough and gives you a lot of info. I love it.

For the study plan, I’ve approached each lang differently. I actually change my study plan each month and try to see what works and what doesn’t. I used this as a template and then modified it a bit. This post is also very helpful for planning a schedule. I talked a bit about it here. As for Russian, here are some additional things you can use.

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I really wanna sweet talk my boyfriend in Arabic, do you have any sweet/flirty phrases for me? I love your blog btw

Hello, anon! I’m verysorry for answering late, I was away last month and I just returned.

This is a very cute ask! I’ll make a list in Modern Standard Arabic,I hope you’ll find this helpful ^^

أحبك (uhibbuka)I love you

 حبيبي (habeebi)my beloved

عزيزي(azeezi) mydear

 أنت روحي (antaroohi) you are my soul

 تعجز الكلمات عن وصف حبي لك(taa’jazul- kalimaatu an wasfi hubbee lak) words cannot describe my love foryou

أنت أغلى من عيوني(anta aghlaa mn oyooni) you are more precious than my eyes

 افتقدتك كثيرًا (iftaqadtukakatheeran) I missed you so much

اقترب مني (iqtarib minnee) come closer to me

قبلني  (qabblnee) kiss me

ضمني إليك  (dhummaniilayk)  hold me(close to you)

أنت أروع شخص التقيت به  (anta arwa’u shakhsin iltaqaytu bih) you arethe most wonderful person I’ve met

 حبك يسري في عروقي  (hubbukayasri fee urooqi) your love flows in my veins

 لا أقوى على فراقك  (laa aqwaa a’laafuraaqeka) I can’t bear being separated from you (i.e. I’m not strong enough)

  لا تتركني (laa tatruknee) don’t leave me

خذ بيدي ولا تتركها  (khuth byadi wa laa tatruk-haa) take my hand and don’t let go

  قلبي لك وحدك  (qalbee lakawahdaka) my heart is yours alone

 أنت نور عيوني (anta nooru oyooni) you are the light of my eyes

لا أستطيع العيش بدونك (laa astatee’u alaysha bidoonek) I can’t live without you

ليس للحياة معنى بدونك (laysa lel hayaati maa’nan bidoonek) life has no meaning without you

رؤيتك تملؤني بالسعادة (ru’yatuka tamla’uni bissaada) seeing you fills me with happiness

ابتسامتك ساحرة (ibtisaamatuka saahira) your smile is charming

أنت وسيم (anta waseem)  you’re handsome 

أحببتك من أول نظرة (ahbabtuka mn awwali nathra) I loved you at first sight

أشعر بالأمان و أنت بجانبي (ash’uru bl amaani wa anta bi jaanibee) I feel safe when you’re next to me

أنت أكثر شخص يفهمني (anta aktharu shakhsin yafhamunee) you’re the person who understands me the most

أنت أغلى ما في حياتي(anta aghlaa ma amluk) you’re the most precious thing in my life

حبي لك لا ينتهي (hubbee laka la yantahee) my love for you has no end

هل تريدني أن أقبلك؟(hal tureedunee an uqabbilak?) do you want me to kiss you?

معك لا أشعر بالوقت (ma’aka laa ash’uru bl waqt) with you I don’t feel time 

تختفي همومي عندما أراك (takhtafee humoomee ‘indamaa araak) my worries disappear when I see you 

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On Getting Rid of Your Inferiority Complex

You can take advice from everyone and every book you read, but no one can protect you proactively, unless you choose to protect yourself. Only you can do that for yourself. Your parents, friends, partner can support you emotionally but you need to stop relying so much on external validation.

When you’re making a choice that you know is going to be detrimental to your health, whether its physical, mental or emotional - such as going back to your ex, not taking the next steps for your career/ education - you need to think more about your (near) future self and make sure that she’s also comfortable. You need to think long term.

As we grow up, we often encounter situations that we’ve been in before to some degree, there’s somewhat a pattern to them. It’s time to start recognising them early and leave when you see the red flags waving.

By breaking your own word that you’ve made to yourself you’re making the inferiority complex worse. Because you’re showing to your subconscious mind that you don’t matter at all. Others do.

It could be something “small” such as going out clubbing with your friends because you couldn’t say no - and having an important presentation due the next day. It could be something “big” such as breaking off a difficult relationship, and still going back to them.

When we suffer from an inferiority complex, we idolise people around us and think they’re better than us in every way. We choose to see the best in them- just the way we choose to see the worst in ourselves.

At some point, we have had enough and decide to start improving ourselves. How do we do this? By improving ourselves in areas that you feel left out in.

Such as, seeing an influencer live your dream life. Now you’ll do everything you can to live like her because you think that once you achieve that, everything will be great. You try to improve in areas that have no direct relation to your inferiority complex.

You’ll try work on these things - while that can be in a way good because it’s alright to have a dream life and motivation for it, that doesn’t fix the inferiority issue.

Because the inferiority issue solely comes from lack of confidence and trust in yourself. Even if you get your ideal life like that influencer, that confidence won’t last long and you’ll find something else to panic about - you’ll compare yourself to your peers, or the anxiety of jobs after or the next shiny thing you want.

To actually combat inferiority issues you HAVE to build a connection with yourself. True confidence will only come when you connect with yourself with things that aren’t material things.

You need to cultivate a growth mindset and genuinely believe that you WILL get better with time, you WILL get smarter with time, you will improve your talent over time. You have to detach yourself from outcomes, whether positive or negative and just take it as life.

And this doesn’t happen overnight. It takes consistent effort to not feel fomo anymore or feel shitty.

You have to stop hesitating putting yourself first, putting your emotional needs first, standing up for yourself and saying a big fuck you to things that deserve it.

Not everything that you have today will be permanent in your life and that’s something you have to come to terms with.

But if your worth is fully dependent on other people, then you really need to sit down with yourself and start actually working on the relationship that matters the most - the one with yourself.

You’re intimidated by these influencers or the people who you want to be like, not because they wear designer bags, have cool outfits, vacations, boyfriends, girlfriends - but because they often have a very strong sense of identity.

They express what they like and don’t like. They don’t change themselves depending on the person in front of them. If there’s something they want, they go and get it. They pursue what makes them happy.

When do you plan on doing that for yourself?

So how do you do it?

You need to build a strong sense of self identity.

How? By dating yourself. Ask yourself questions that you would ask someone on a first date. What are your answers? These answers will not remain the same over time and they shouldn’t either. Here are some as a guide:

1. What do you like in general?

2. What do you dislike in general?

3. List all the things you like about yourself

4. List all the things you can improve about yourself

5. Where would you ideally want to be in 2 years?

6. What sort of a life do you wish you had right now?

Next step is continue dating yourself. Aim for one new experience a week. It doesn’t have to be major. It could be something simple such as a cooking a meal you’ve never made, solving crossword puzzles, trying to grow herbs, colouring books. With new experiences, you learn something about yourself, which allows you further build a connection with yourself. Literally date yourself.

Take care of yourself the way you would care for a partner. How do you want to be cared for? What makes you feel loved and appreciated? Show yourself the same things too.

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50 Interview Prep Questions

Here’s a list of questions I used to get a job. I felt it could be useful for you too, and is fairly generic. I think this is one of the most comprehensive HR/ job application question guides that I’ve created - so I hope that you find it useful.

Questions:

Why are you interested in working for this company?

Tell me about your education.

Why have you chosen this particular field?

Describe your best/worst boss/ teacher.

In a job, what interests you most/least?

What is your major weakness?

Give an example of how you solved a problem in the past.

Give me an example of a time you did something wrong. How did you handle it?

What are your strengths?

How do others describe you?

What do you consider your best accomplishment in your last job?

Where do you see yourself in three years?

Think about something you consider a failure in your life, and tell me why you think it happened.

How do you think you will fit into this operation?

If you were hired, what ideas/talents could you contribute to the position or our company?

What do you know about this company?

Give an example where you showed leadership and initiative.

Give an example of when you were able to contribute to a team project.

What have you done to develop or change in the last few years?

Tell me about a time where you had to deal with conflict on the job.

What are your goals?

What can you do for us that other candidates can't?

If I were your supervisor and asked you to do something that you disagreed with, what would you do?

Describe how you would handle a situation if you were required to finish multiple tasks by the end of the day, and there was no conceivable way that you could finish them.

Can you describe a time when your work was criticized?

Give me an example of a time that you felt you went above and beyond the call of duty at work.

What was the last project you led, and what was its outcome?

Where would you like to be in your career five years from now?

What do you know about this industry?

Have you ever been on a team where someone was not pulling their own weight? How did you handle it?

How do you want to improve yourself in the next year?

What do you see yourself doing within the first 30 days of this job?

If selected for this position, can you describe your strategy for the first 90 days?

What are your lifelong dreams?

What do you ultimately want to become?

What is your personal mission statement?

What's the last book you read?

Who are your heroes?

What do you like to do for fun?

What do you do in your spare time?

Tell me about a time when you had to give someone difficult feedback. How did you handle it?

Are you willing to relocate?

What salary are you seeking?

How would you describe your work style? (Autonomous/ collaborative/ freedom to take certain decisions/ get a list of tasks from your boss and finish that)

What would be your ideal working environment?

How do you juggle multiple high-priority projects?

Tell me about a time you had to deal with a difficult client. How did you handle it?

How does this job fit in with your career aspirations?

Do you have any questions for me?

How well do you assimilate into a new environment?

[intellectuallyattractive]

This is the book I’m reading right now. It’s a reference guide with almost 1000 pages including nearly every wine in the world. The author said it’s not meant to be read as a novel unless you want to read it cover to cover, so that’s how I’m reading it!

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Doses of Glamour ⚜️

Fine Jewelry brands to invest in

It is imperative in my opinion that every woman invests in fine jewelry, nothing holds greater value than quality jewelry pieces.

Building a collection of fine jewelry is a great asset ,take Elizabeth Taylor for example whose jewelry collection amassed a worth of $115.9 million ( based on the sales of the record breaking jewelry auction The Elizabeth Taylor Collection). Elizabeth was always adorned in the most extravagant jewellery pieces, her love of jewelry was no secret and any man in pursuit of her knew it was one of the keys to gaining access to her affection. Building a jewelry collection of such great value is definitely aspirational.

Below I have listed my favorite jewelry brands that I feel create pieces worth investing in.

List of Jewelry brands:

Graff

When you want your jewels to be bigger than life as they can be, then Graff is a brand you can give your trust to because it wants its jewelry to be just that: big and beautiful. It had humble beginnings in England, when Laurence Graff founded his own company in 1960 after the jewelry shop he was working for closed its doors. Besides expecting the best and elaborate cuts on its stones, Graff is also famous for buying and resetting the Lesotho Promise diamond and the Wittelsbach-Graff diamond, among others. With the brand finding its gems on royalty such as Princess Diana as well as Monaco’s Princess Charlene, it also adheres to the Kimberley process, a certification that guarantees its stones are acquired without harming the social situation and the environment.

Boucheron

Boucheron is a brand for the person who appreciates international cultures, because besides its hometown of Paris, France, the brand has also drawn influences from other places such as Africa and Asia. This has been translated through the collection that uses combinations of the elements, and rare and exceptional stones all around the world. Boucheron has sourced his gems all over, allowing his creations to evoke universal emotions as well as awe and wonder. Started in 1858 by Frédéric Boucheron, the brand has been also recorded as the first to merge gold with bronze and ivory.

David Yurman

David Yurman is all-around American jewelry line, which namesake David founded with his wife Sybil Yurman in the 1980s. The duo are inspired by art as well as well architecture, which is evident in their collection. The bracelets with cable motif persist as the brand’s most famous pieces, but the design is also found in others such as necklaces and watches.

Piaget

Besides being a renowned luxury brand, Piaget has also set its mark by being a remarkable jewelry maker. Founded by Swiss Georges Piaget in 1874, Piaget is among the most prestigious brands in the world. The pieces in its collections are known for drawing inspiration from the glamour of Old Hollywood, featured even in today’s red carpet events. The designer was particularly moved by roses, which is apparent in its most famous creation, the Piaget Rose collection.

Van Cleef & Arpels

Van Cleef & Arpels may be a jeweler you’re familiar with if you’ve ever heard of its Mystery Set, which continues to astound and evoke wonder to this day. The French luxurious jewelry line was founded by Alfred Van Cleef and Estelle Arpels in 1896, and is known to showcase Old World elegance and class. The Mystery Set we mentioned before is a point of pride to the company because it is very intricate and wonderfully made that you can’t even discern how the stones are held up together. Patented in 1933, a Mystery Set piece takes up to 300 hours to make, so although it is still available today, only a few are released every year.

Chopard

Chopard may ring a bell for its luxury watches, but the Swiss brand is also known all over for its work with precious stones. Started by Louis-Ulysse Chopard in the 1860, it catered to women’s tastes by creating wristwatches and pocket watches especially designed for them. It was the sold to Karl Scheufele in 1963 whose family continues to run the line. The brand uses the finest materials in its pieces, often working with 18-karat gold and highly graded gems. Its Happy Diamonds line is a memorable collection for its art deco-inspired design and gems that give an illusion of twirling and prancing.

Harry Winston

Few people are deserving of the title “King of Diamonds” as Harry Winston. Creating a company he named after himself in 1932, he and his name has been associated with elegance and high style as he was often working with influential people and celebrities. Diamonds are prominent in his collection, thus the moniker, but the work on other stones can also be considered as fine art pieces. Although Winston has passed away a long time ago, his creations have lingered true to their claim of longevity, and his company continues to create timeless pieces.

Vanleles

VANLELES is the world’s first fine jewellery brand whose DNA is deeply steeped in its African heritage.The brand was conceived from a profound vision and desire to share the beauty and splendor of Africa’s precious gemstones and artfully translate them into magnificent fine jewellery. The vibrant culture, lush landscapes and riveting histories from the African continent serve as inspiration to VANLELES’ creations.Founded by the talented and visionary designer Vania Leles in 2011, the brand’s splendid and timeless creations are excellently crafted by the world’s most skilled jewellery makers