ausplendor

  • hello
  • food
  • data
  • berlin
  • travel

introducing Michi T, or data science music video sprints: why tho

May 9, 2019 ausplendor 2 Comments

When you were a child, what did you dream of becoming when you were older? Was it something that came naturally to you? For me it was always to become a singer or a writer.

As a child I used to take every opportunity to perform, whether it was singing the Disney princess ballads or every song from No Doubt’s “Tragic Kingdom” for an “audience” comprised of only my parents, or being the only student who came dressed up in different costumes for every single school project presentation, regardless of the topic. Towards the end of elementary school, I formed an R&B musical group with my best friend from after school daycare. We called ourselves Sugar & Spice and wrote our own songs. The lyrics dealt with racy topics we knew nothing about, such as love and sex, and still astound me to this day. 😂

I was a big musical theatre geek all the way up through high school, with posters from about 20 different musicals plastered all over my room. (I still know all the words to RENT.) For a few years I even took it a step further with some on-stage performances — middle school musical theatre productions, choir performances, classical voice recitals. Alas, with puberty also came an acute self-consciousness that would ultimately stifle my progression in that arena. I knew that I would never be the best singer or performer and that there was no future in it. Eventually, putting myself out there became so mentally taxing that I stopped doing it altogether.

Once I became an avid reader, I also became an avid writer, with a particular passion for poetry. From age 7 onwards, I journaled only in rhymes. Every holiday, birthday or life event was an occasion that had to be commemorated with a poem. I eventually took a stab at writing my own stories — colonial era historical fiction inspired by Felicity from the American Girl series, a fantasy novel reminiscent of the Chronicles of Narnia. Like my ambition as a 6 year old to find a cure for cancer by printing out articles from Encyclopedia Encarta, that era was relatively short-lived. All throughout my school years, I was good at science and math, but I was exceptional in the humanities, and particularly, at writing. I even considered majoring in English in college, until my immigrant mother set me straight. Nowadays I get my writing in through various avenues: a rarely updated food blog, a now defunct gif blog, a couple of other secret short stories blogs that died almost as soon as they were created. (But let’s revive them, Leel!)

Singing and writing have always been passions of mine, and I’d like to think that those things come more naturally to me than the average person (or maybe just the average data scientist ;). It’s the times in my life when I’ve been true to this part of myself that I’ve felt the happiest and most fulfilled. Yet I’ve always struggled with the idea of devoting time and effort to something that ultimately won’t “lead anywhere.” What’s the point of writing a food blog if you have less than a thousand followers? What’s the point of classical voice training if you’ll never perform on stage? What’s the point of risking embarrassment or not getting the validation you expect to receive for your work?

Your fear of looking stupid is holding you back. – Unknown

As I’ve gotten older and become more secure in who I am as a person, I’ve realized that these are silly reasons to not spend time doing something that brings me joy. I loved creating and maintaining my food blog, and to this day I still love going back to old posts from 2012, not just for the recipes (which I do refer to quite often), but to look back and reminisce on a certain part of my life that’s been memorialized through photos and text. Like a tattoo, that blog is a monument to a formative period in my life that I can now always look back on. For this reason alone, it has value. That I haven’t updated it in years is irrelevant.

Escape competition through authenticity. – Naval Ravikant

The need to create is part of what makes us human, and creativity is key to self-actualization. In the past, I tried to strike a balance between creating for myself and for others, and found that I ended up presenting a more curated version of myself in the process and then feeling disappointed when I didn’t receive the validation I’d expected or hoped for. In retrospect, how silly it is to give others control over your journey to self-actualization. I’ve never been very good at catering to the mainstream, nor was I ever willing to compromise my content to any significant degree in order to do so; yet there was always this internal battle between my desire for external validation and my desire to remain true to myself in all of my creative endeavors. Now, the goal is clear: I want to create things that I think are funny and cool first and foremost, and that utilize certain talents or parts of my brain that would otherwise lie dormant.

And with that, I present to you, the most niche little passion project ever: Data Science Music Video Sprints. Covers of great female hip hop and R&B artists, with lyrics related to data science, written and performed by yours truly. I managed to time box my first sprint to a week: wrote the lyrics on a Monday (during my lunch break), recorded the track on a Wednesday evening, filmed and edited (iPhone X and iMovie FTW) Friday through Sunday, uploaded to YouTube that following Monday. People were amazed at how quickly I got it done, but honestly, I had so much fun doing all of it, from the writing to recording to shooting/editing, that it didn’t feel like work at all; it felt like second nature. I just (soft-) released the second music video last week. The plan is to create an EP – 4 tracks in total, each about a different phase of the data science project life cycle. 😂

Obviously this project would not be possible without a network of supportive friends and colleagues who are so utterly keen to be involved. It’s one of the many things I love about Berlin and my life here.

So to everyone who has asked about the “why” behind this project, there you have it. There isn’t really a purpose, except to provide a creative outlet for the expression of my truest, weirdest, nichest self. And to live out my childhood dreams, of course.

berlin, data science, personal data engineering, data science, michi t, personal development

presentations about pyrunner

April 1, 2019 ausplendor 1 Comment

I’ve built an illustrious (*irony*) public speaking career around Google BigQuery and Priori Data’s bespoke Python Celery pipeline workhorse, PyrunnerTM, so much so that Google at one point tried to recruit me as a content writer/evangelist for Google Cloud Platform. 😂😭

Most of the public speaking I did early on in my career (there has, admittedly, not been much of it in the past few years) will unfortunately forever be immortalized on YouTube. However, someone on LinkedIn pinged me today asking for the slides from the talk I gave back in 2016 at PyData. These slides (and the talk) are not online. That is, UNTIL NOW:

Enjoy good sir!

And since those slides are now old af, I’m also sharing the slides from the most recent presentation I gave on this topic:

Back in November, Hendrik and I hosted a meetup with the ladies from Data Science Festival. The topic of the evening was: Real-time versus Batch Processing, Big Data versus Small Data: How two very different startups approached solving two very different ML use cases.

It’s a tale of two start-ups delivering two very different data products: one working with small data to deliver real-time predictions, the other dealing in Big Data but without this real-time requirement. In a series of talks and a panel, we explore how differing business requirements specific to the delivery of data products influence the infrastructure decisions we take and how we approach data engineering. Batch versus stream processing? Managed versus self-service? Amazon versus Google? We address these topics and more in a rare head-to-head comparison of two of Berlin’s sexiest startups.

And here are the slides!

data science google cloud platform, pydata, python

how i overcame imposter syndrome

January 27, 2019 ausplendor Leave a Comment

Late last year I was having coffee with one of the data scientists on my team who was leaving the company to go work on his thesis. Once we were done covering the usual exit interview topics, he asked me a final question:

“How do you overcome imposter syndrome?”

The question was posed with the earnestness of someone who was perhaps looking for guidance on how to overcome it himself.

For those of you who are unfamiliar with the term, the Harvard Business Review defines “imposter syndrome” as follows:

Imposter syndrome can be defined as a collection of feelings of inadequacy that persist despite evident success. ‘Imposters’ suffer from chronic self-doubt and a sense of intellectual fraudulence that override any feelings of success or external proof of their competence. They seem unable to internalize their accomplishments, however successful they are in their field… They believe they give the impression that they are more competent than they are and have deep feelings that they lack knowledge or expertise.

It’s worth mentioning that the person who posed this question is one of the brighter individuals I’ve ever come into contact with and not necessarily someone one would expect to have feelings of “intellectual fraudulence.”

Anyway, this is what I told him.

It’s pretty common.

I told him that first, it’s important to realize that the majority of people, particularly in tech, experience the same throughout their career (unless you’re a meglomaniac like #45). When I first stepped into a leadership role at work, I was paralyzed with insecurity and fear. Fear that I wasn’t qualified or deserving enough for this role. Fear that I would fall short and be uncovered as a fraud. I began speaking, reluctantly, at conferences, but was always terrified that someone in the audience would ask a question I couldn’t answer and that I would be called out for not being technical or scientific enough. I shied away from networking events for the same reason.

You are the single greatest expert on your own experiences.

The only thing that helped me overcome this insecurity was time, and well, experience. Over time I realized that it’s impossible to be an expert in everything, particularly in a diverse and constantly changing field like data science, and that’s okay. I realized that I am the world’s definitive expert on my own experiences as a data science leader and practitioner, and this experience and perspective is unique, valid, and above all, valuable. I realized it was unfair to hold myself accountable for not being an expert in domains that extended far beyond the realm of my own practical experiences.

Own what you don’t know.

Imposter syndrome is all about the fear that your lack of expertise will be unmasked and that you will be exposed as a fake, leading to professional catastrophe and humiliation. I’ve found that the most effective way to overcome 90% of that fear is to simply be forthcoming with others about the things you do not know. First of all, nothing projects confident self-awareness like openly acknowledging your areas of development and stating them up front. Second, with this admission you’ve managed expectations regarding what you are capable of, and where you might need additional support. No one’s making any false assumptions about your knowledge and expertise because you’ve been brutally honest with them about it!

One thing I’ve noticed throughout my career is that a hallmark of intelligent people is a quickness, an eagerness even, to say, “I don’t know.” Individuals who are motivated by learning will openly state their knowledge gaps in the hopes that others around them will help fill them. These inquisitive, humble types are the best kinds of people to be around. Better to know less and be aware of what you don’t know than to falsely believe that you know everything. People who fall into the latter category tend to be a–holes.

People who say “I don’t know” or “I’ll need to look into that and get back to you” get so much more respect and appreciation from me than people who have no idea but still try to come up with some bullsh-t answer, and I always try to keep that in mind when the tables are turned and I’m in the hot seat.

A little bit of fear can be healthy if combined with a growth mindset.

Now I should be careful with how I say this because I am definitely not condoning imposter syndrome and the ways in which it perpetuates inequality in the workplace, particularly to the disadvantage of women and minorities. My point here is simply that there isn’t necessarily anything wrong with you if you’re experiencing a bit of imposter syndrome — you can acknowledge it but don’t let it hold you back.

Fear is a sign of a healthy ego. In my opinion, if you’re feeling like a bit of an imposter, it shows a healthy level of self-awareness and self-criticalness that I think is essential to any great leader or high achiever. People who are painfully aware of their knowledge gaps are also more likely to be open to input from others. It’s this openness and knowledge sharing that drives professional growth.

Fear means you’re outside of your comfort zone. Maybe you’ve stepped into a new role that feels like a bit of a stretch given your current capabilities and you have to psyche yourself up and tell yourself you can grow into it. Consider the alternative — feeling completely comfortable at work, being able to do your job on autopilot and not feeling challenged in the least. In my mind, that’s the surest sign that it’s time to move on.

None of this is to say that I don’t still experience a bit of imposter syndrome from time to time. But the important thing to remember, I think, is summed up perfectly in this quote by Carrie Fisher:

Stay afraid, but do it anyway. What’s important is the action. You don’t have to wait to be confident. Just do it and eventually the confidence will follow.

data science, personal imposter syndrome in data science, women in tech

paleo breakfast smoothie (with bananas, blueberries & dates!)

March 9, 2017 ausplendor 1 Comment

P1220848

With wedding season just around the corner, I’ve been trying to keep it as low-carb and low-sugar as possible (save the occasional bout of day-drinking or late night Ris A chicken run…). As I’ve mentioned before, this past year and a half I’ve been making a concerted effort to be nice to my body, and over the course of this journey I’ve discovered that in addition to less partying and regular exercise, eating clean is an integral part of that. As it turns out, my foray into the paleo lifestyle is more than just a passing fling.

paleo smoothie

So, I’m jumping back in and sharing a few more healthy, predominantly paleo recipes I’ve been working on. First up: the yummiest vegan, paleo breakfast smoothie with only five ingredients!

P1220864

This recipe was inspired by the people in my life (Patrik, my mom) who love ordering smoothies that are basically desserts. I’m talking about the types of smoothies that typically serve as a meal replacement and come laden with coconut flakes or cacao nibs. Honey, bananas and nut butters are also frequent characters. These types of smoothies typically set you back 6-7 EUR a pop in Berlin and often taste a bit off balance. Hey smoothie purveyors of Berlin — just because you’re throwing a bunch of expensive, trendy ingredients together into a blender doesn’t guarantee the resulting product is gonna taste good!

paleo smoothie

This smoothie has the perfect balance of fruitiness, nuttiness and sweetness. It’s filling enough to tide you over for your morning yoga or spin sesh but not so filling that you risk having it come back up mid-workout. ;) I used raw peanut butter this time since almond butter was about 10x more expensive at the BioMarkt, so technically my smoothie wasn’t 100% paleo. If you’re trying to keep it strict paleo, splurge for a raw nut butter like almond or cashew. The resulting flavor combination should be the same. Also, it’s definitely worth it to use frozen banana, for that extra creamy consistency.

Print
paleo breakfast smoothie (with bananas, blueberries & dates!)

Yield: Makes 2

paleo breakfast smoothie (with bananas, blueberries & dates!)

You Need:

  • 1 large banana, peeled, cut into chunks and frozen
  • 1 cup frozen blueberries (or strawberries)
  • 1 heaping tbsp raw almond butter (or raw peanut butter for a cheaper, non-paleo version)
  • 4-5 pitted dates
  • 1 ½ cups almond milk
  • 1 tbsp chia seeds (optional)

How To:

  • Put all ingredients into a blender and blend until smooth. If the blender gets stuck, you can add more almond milk or give the smoothie mixture a good stir. I tend to do the latter as much as possible to avoid thinning out the smoothie too much. Keeps for up to a day.

Notes

If you’re trying to keep it strict paleo, splurge for a raw nut butter like almond or cashew instead of using peanut butter. Also, it's definitely worth it to use frozen banana, for that extra creamy consistency.

3.1

https://www.ausplendor.cc/2017/03/09/paleo-breakfast-smoothie/

brunch, drink, FOOD, food trend, paleo, recipe breakfast, paleo, paleo breakfast series, smoothies

lisbon, revisited (part 1 of 2)

March 3, 2017 ausplendor 2 Comments

Forgive me, Reader.

lisbon street ausplendor

For I am apparently incapable of posting travel photos unless they were taken over a year ago. And since so much time has elapsed, I am also terrible at coming up with words to accompany them.

lisbon ausplendor

[Read more…]

EUROPE, personal, portugal, TRAVEL lisboa, lisbon, portugal

  • 1
  • 2
  • 3
  • …
  • 28
  • Next Page »

Data munger by day, kale evangelist by night. Eating other people's egg yolks since 2009.

  • Bloglovin
  • Facebook
  • Instagram
  • Pinterest
  • RSS
  • Twitter

Recent Posts About Data

introducing Michi T, or data science music video sprints: why tho

presentations about pyrunner

how i overcame imposter syndrome

Recent Recipe Posts

paleo breakfast smoothie (with bananas, blueberries & dates!)

March 9, 2017

paleo breakfast in a pinch: the clean-out-your-fridge edition

October 24, 2016

paleo chestnut crêpes complètes (with ham and egg)

September 18, 2016

roasted butternut squash + kale mac ‘n’ cheese

April 17, 2016

All original content copyright © 2015 Michelle Tran & ausplendor.cc unless otherwise stated. All rights reserved.