2024-04-13 13:12
IntroductionA typical blueprint of any real-world machine learning (ML) looks like the following:Formulate the problem statementGet the management’s approvalGather the required dataset… Read More
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Daily Dose Of Ds Blog
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About us… We share a kindred spirit full of life and positive energy. Ladies with can-do attitudes! Living no nonsense lifestyles in a “Happy-tears†only zone! We are living legends, conquerors, world-travelers, & Jills of many trades…
…you name it, we probably dabble in it.
Humble, Confident, Professional, Humanitarian, Women of Excellence
Shedding Light on what matters, Speaking Life into people, Spreading Love in all we do
2024-04-05 18:19
In an earlier article on PyTorch Lightning, we did not discuss multi-GPU training.I mentioned that it will require you to know more background details about how it works, the strategies we u… Read More
2024-03-21 19:27
Many machine learning engineers and data scientists very quickly pivot to building a different type of model when they don't get satisfying results with one kind of model.At times, we do not… Read More
2024-03-12 06:45
IntroductionPyTorch is the go-to choice for researchers and practitioners for building deep learning models due to its flexibility, intuitive Pythonic API design, and ease of use.It takes a… Read More
2024-03-05 08:46
Over the last couple of weeks, we covered several details around vector databases, LLMs, fine-tuning LLMs with LoRA, we implemented LoRA from scratch, we learned about RAG, it's consideratio… Read More
2024-02-25 19:05
IntroductionIn the pre-LLM era, whenever someone open-sourced any high-utility model for public use, in most cases, practitioners would fine-tune that model to their specific task.👉O… Read More
2024-02-17 20:26
IntroductionIt’s pretty likely that in the generative AI era (since the release of ChatGPT, to be more precise), you must have at least heard of the term “vector databases.&rdquo&hell…Read More
2024-02-07 19:24
IntroductionAs you may already know, the primary objective of building classification models is to categorize data points into predefined classes or labels based on the input features.More t… Read More
2024-02-03 18:47
IntroductionA common and fundamental way of training a logistic regression model, as taught in most lectures/blogs/tutorials, is using SGD.Essentially, given an input $X$ and the model param… Read More
2024-01-30 21:22
IntroductionIn an earlier deep dive on model compression techniques (linked below), we understood various ways to reduce the model size, which is extremely useful for optimizing inference an… Read More
2024-01-24 17:34
MotivationIn my experience, most ML projects lack a dedicated experimentation management/tracking system.As the name suggests, this helps us track:Model configuration → critical fo… Read More
2024-01-10 11:16
Traditional data processing tools often fall short in big data projects – one in which the volume of data can be in the range of 100s of GBs.This is because typical computing power is… Read More
2023-11-27 06:20
IntroductionKMeans is an unsupervised clustering algorithm that groups data based on distances. It is widely recognized for its simplicity and effectiveness as a clustering algorithm.Essenti… Read More
2023-11-13 12:56
In many practical machine learning (ML) projects, it is a common practice to consolidate the data at a central location. Subsequently, machine learning engineers leverage this centralized d… Read More
2023-11-01 17:46
IntroductionIn my experience, most ML projects lack a dedicated experimentation management/tracking system.As the name suggests, this helps us track:Model configuration → critical for r… Read More
2023-10-23 13:16
RecapIn a recent deep dive into model deployment, we discussed the importance of version-controlling deployments in machine learning (ML) projects:Deploy, Version Control, and Manage ML Mode… Read More
2023-10-11 12:00
Random forest is a pretty powerful and robust model, which is a combination of many different decision trees.What makes them so powerful over a traditional decision tree model is Bagging:Bag… Read More
2023-10-02 12:43
The scikit-learn project has possibly been one of the most significant contributions to the data science and machine learning community for building traditional machine learning (ML) models… Read More
2023-09-24 15:40
IntroductionIn recent deep dives, we’ve primarily focused on cultivating skills that can help us develop large machine learning (ML) projects.For instance, in the most recent deep dive… Read More
2023-09-17 12:56
Motivation
Training machine learning (ML) models are frequently driven by a relentless pursuit of achieving higher and higher accuracies.
Many create increasingly complex deep learning model… Read More
2023-09-08 12:43
Why Object-Oriented Programming (OOP)?Before we understand what OOP is, let’s understand the backstory, and what led us to formulate “OOP”?Why programmers thought it was es… Read More
2023-09-06 13:54
IntroductionDo you know one of the biggest hurdles data science and machine learning teams face?It is transitioning their data-driven pipeline from Jupyter Notebooks to an executable, reprod… Read More
2023-08-26 15:57
Dimensionality reduction is crucial to gain insight into the underlying structure of high-dimensional datasets.
One technique that typically stands out in this respect is the Principal Compo… Read More
2023-08-23 12:22
In one of the earlier articles, we formulated the entire linear regression algorithm from scratch.
In that process, we saw the following:
How the assumptions originate from the algorithmic f… Read More
2023-08-19 11:38
One of the major aspects of training any reliable ML model is avoiding overfitting.
In a gist, overfitting occurs when a model learns to perform exceptionally well on the training data.
This… Read More
2023-08-16 14:17
Introduction
KMeans is an unsupervised clustering algorithm that groups data based on distances. It is widely recognized for its simplicity and effectiveness as a clustering algorithm.
Essen… Read More
2023-08-11 14:36
Introduction
Hyperparameter tuning is a tedious and time-consuming task in training machine learning (ML) models.
Typically, the most common way to determine the optimal set of hyperparamete… Read More
2023-08-08 12:59
Introduction
Logistic regression is a regression model that returns the probability of a binary outcome ($0$ or $1$).
We all know logistic regression does this using the sigmoid function.
Th… Read More
2023-08-04 13:27
Motivation
One of the biggest hurdles data science teams face is transitioning their data-driven pipeline from Jupyter notebooks to executable, reproducible, and organized files comprising f… Read More
2023-08-01 13:25
Introduction
The first algorithm that every machine learning course teaches is linear regression.
It’s undoubtedly one of the most fundamental and widely used algorithms in statistics… Read More
2023-07-28 07:22
Introduction
The true strength of a neural network comes from activation functions. They allow the model to learn non-linear complex relationships between inputs and outputs.
That is why the… Read More
2023-07-25 11:53
IntroductionOnce you have trained any regression model, the next step is determining how well the model is doing.Thus, it’s obvious to use a handful of performance metrics to evaluate… Read More
2023-07-24 14:18
Do you remember the time you first learned about logistic regression?
In most cases, its loss function — log-loss, is introduced out of nowhere, without proper intuition, understanding… Read More
2018-12-28 15:16
Here’s 10 pre & post New Years tips to prepare you for a great night and get back to normal after a NYE celebration! Perhaps you’ll simply stay up til the wee hours of the mo… Read More
2018-11-20 15:59
Everyday should be a day of thankfulness but Tis’ the season to formally celebrate with good food, good friends, family and festivities. If you’re like me, you want to spend it l… Read More
2018-10-25 17:45
Fall is here, and it’s time to break out the crockpot for stews and other hearty meals! Try this Recipe: Flavorful Fall Crockpot Quinoa with Veggies!
Ingredients:
1-1/2 cups Quinoa
1… Read More
2018-10-12 19:41
Quick Quiche Recipe for those Quiche kind of days. It’s dreary, fall is amongst us and the weather is preparing us for warm, hearty, comfort food. One morning… or perhaps for br… Read More
2018-10-03 13:08
Good morning!!!!!!!! Really quickly, let me just remind you that YOU are capable of ANYTHING you devote your time and energy toward accomplishing. It may not always be easy, but it IS possi… Read More
2018-09-28 14:18
Here at Daily Dose of D’s we love alerting our readers to diverse and melodic artists. Full of talent and with vocals to sooth, transcend and elevate – Ms. Snoh Aalegra.
This R… Read More
2018-09-27 15:59
The time is takes to change your life could be an instant or feel like an eternity. Depending on your focus, your motivations, or convictions you may change in some ways faster than others… Read More
2018-09-25 21:40
Someone special once told me that we should move our lives in a manner where great days the “the norm” and bad days the anomaly. As if to say, we shouldn’t be surprised to… Read More
2018-09-25 09:10
I wish this was a bad dream. But it’s not. Part of me says this will pass eventually because hell, it has to right? Another part of me says this was just an intermission because hell… Read More
2018-09-24 21:44
Today we have a myriad of business opportunities all spawning from the click of a button… ever imagine if these things existed during your childhood, in your neighborhoods, or with yo… Read More
2018-09-20 21:35
Starting a new job? Stepping out on your own? Finding your niche and excited about stretching your potential?! No matter the journey, we’ve got some tips to keep you on a winning strea… Read More
2018-09-17 21:27
Not every romance has an ending, some last a LIFETIME… and for those that don’t, they bring about LOSS, but whether Forever or for a day, every love experienced should bring a L… Read More
2018-09-17 11:55
Get up, get out! Be your best today! Monday Slay is upon us!
You’ve been given another 24hours to take full advantage of your life! How you spend it, what you do with that time is YOUR… Read More
2018-09-16 05:54
Looking for some quality entertainment this weekend? Check out Dane A. Campbell’s “Roomies 2” at Stage 773! It is a MUST SEE Saturday & Sunday Play! Tomorrow is the fin… Read More
2018-09-15 21:55
How do you spend your free time? Today I finished up my “to-do” list early and decided to go explore. Stumbled upon a pocket restaurant and found an act to enjoy. My Saturday She… Read More
2018-09-10 12:18
Hit the gym yesterday and I can still feel the burn…. it hurts so good I’m feeling motivated today and keep my body prep going… healthy epiphanies
Now for a hearty meal… Read More
2018-09-10 10:45
Have you ever been in a situation that’s led by a lie? Had a promise made to you that was broken? Or maybe you didn’t follow through on a commitment you made to someone? What hap… Read More
2018-09-04 10:37
We are almost there! My favorite time of the year! Autumn I’m ready to be in awe of autumn.
The smell of nature, the beauty of the fall colors. The amazing sleep you get in the rain… Read More
2018-09-04 00:10
Looking into the crowd, a fishbowl nearly, a glimpse back into the mirror,
mirror what do you see?
Humbled, human, aware, uncompromising of self. No ego, void pride, full of confidence. The… Read More
2018-09-02 12:46
Got a case of the blues? Job, family, friends, love, adulting, kids, life, or something else got your mood a little “off”? Need to recenter yourself? Or simply want to channel yo… Read More
2018-09-02 11:05
Happy Labor Day! How about a Weekend Freebie?! Chicago Jazz Festival!
For those of us who love live music, freebies, and great entertainment… check out the 2018 Chicago Jazz Festival… Read More
2018-08-17 01:17
Who’s your daddy?? I bet that made you smile . Now imagine life without that King, that Alpha & Omega of your love, your pride & joy, your Superman. That’s not what you w… Read More
2018-07-18 13:31
Let’s face it, nowadays working couples barely have time to breathe. It can be trying and challenging to find ways to make time for that special someone. Here’s a few ways to kee… Read More
2018-07-18 12:17
The right person will come along and love you, flaws and all. They’ll be willing to highlight your great qualities, compliment your essence, and help you round out the edges for a bett… Read More
2018-07-16 23:27
Have you ever loved someone so much, it makes you sick. To think of their departure from your life, from this world, brings you to tears? How soon is too soon to announce your love? 1 month… Read More
2018-06-16 22:15
The art of the cocktail is a renewed interest … summer is amongst us and the rooftop parties, boat rides, and cookout will start flooding your calendar! Photo Credit
Here’s… Read More
2018-06-08 13:27
If ever there’s a day to celebrate your BFF! Today’s the day! Stop your bestie(s) and say “Hey! Hey! Today is National Best Friends Day!”
A few perks to highlight an… Read More
2018-06-08 13:26
Perfection doesn’t exist… but a simultaneous smorgasbord of “better than great” is as close as many of us may come – and it’s ok to be ok with that. You… Read More
2018-05-28 12:53
Today is a day to honor and celebrate those armed service members who died in service. *moment of silence in their honor* Bringing comfort to those survived, and to bring people together, he… Read More
2018-05-19 19:37
Love! The beauty of feeling, witnessing, sharing it, is REMARKABLE. Nearly 3500 guests and 2Billion viewers worldwide witnessed today’s Royal Wedding between Prince Harry and Meghan Ma… Read More
2018-05-18 21:32
Feel Good Friday is here! Kick off your shoes, kick up your feet, grab a cool drink, and let your hair down!
Feeling great today and looking for ways to feel even better? Try these tips:
Giv… Read More
2018-05-17 16:10
Celebration time! So proud of our progress, and we couldn’t have done it without YOU!
4,000 readers!
A healthy list of subscribers
Attentive IG follower base and Facebook audience
A we… Read More
2018-05-17 01:29
So claim it, deserve it, and preserve it. Wave goodbye to the nay-sayers, the negative energy, and the weight… welcome your blessings and your joy. You are worth so much more! When t… Read More
2018-05-13 14:40
Laughter is good for the heart! Share a few of these funny memes for mom this Mother’s Day. For the person who takes on a (sometimes Thankless) never-ending job, give a smile and a lau… Read More
2018-05-13 13:32
Say please, say thank you. Be kind, responsible, and of good character. Be noble, be honorable, be honest. Have dignity, have strength, work hard, respect others and respect yourself. Mother… Read More
2018-05-13 02:54
In an age when there appears a civil war within our own world…society is plagued with incidents reminiscent of genocide, calculated assault, overturn, scrutiny and engulfed in anger a… Read More
2018-05-03 18:29
My mother used to say “God protects fools and babies… good thing I’m still a baby” I used to laugh, but as I’ve grown I’ve begun to understand. Today&rsq&hell…Read More
2018-03-09 20:00
Now this definitely wasn’t the intent… but it ended up being reality. 42nd Street Oyster Bar in Raleigh, NC is bound to turn your TGIF into SfCF – SeaFood Coma Friday.
Th… Read More
2018-03-08 04:43
In an age of rare true talent, one withstands the test of time. Those cultivated by pioneer Alvin Ailey continue. As a pioneer in the world of modern dance, his legacy lives on as the Alvin… Read More
2018-03-08 04:43
In an age of rare true talent, one withstands the test of time. Those cultivated by pioneer Alvin Ailey continue. As a pioneer in the world of modern dance, his legacy lives on as the Alvin… Read More
2018-03-07 12:07
Rise and shine!!! Welcome to blooming Wednesday!
Someone once told me “you took your time and prepared … you came ready” when referring to the people, places, and things t… Read More
2018-03-01 16:42
As you detach emotionally from a person or environment you often have difficulties seeing the forest for the trees. So engulfed in the impact of the experience, you may become blinded by tho… Read More
2018-02-26 14:02
Hello there! Good morning!
I was recently surprised with a goodie box, unmarked on my doorstep. To my shock, it was filled with all things me! Sent by a great friend who just wanted to make… Read More
2018-02-26 05:02
Ever look at someone and just shake your head in disappointment, knowing so much more could be in store but recognizing they are too far removed to achieve it? The train has left the station… Read More
2018-02-21 14:01
Laugh for the day..
Walked into court recently and was shocked
Here I am in a suit, nice cool colored button-up shirt, closed toe shoe, watch and purse. Well prepared, documents and researc… Read More
2018-02-17 19:51
Valentines’ Day came and the thread of engagements, marriages, and finding love flooded your screen. Similarly, the cloud of breakups or stressful times for some relationships over the… Read More
2018-01-17 04:21
Today my Daily Dose is of awareness – and using it for growth. Watching and learning the people around me, the situations I find myself in, ones they find themselves in and wondering h… Read More
2018-01-07 15:34
Ever meet someone and you immediately feel sparks?! Fireworks?? Connection? Great conversation, things in common, great time(s) together… You get extremely excited and THEN you fast-f… Read More
2018-01-06 16:46
Alright all our “New Year, New Me” readers and to those who just came into the new year maintaining their 2017 Shine… let’s start off strong this year… no mat… Read More
2018-01-05 07:04
Enjoying a hot cup of coffee, waiting in a serene airport terminal… listening to dvsn “Morning After” album(Click Link to listen), morning focus on love.
Yep, the L-Word… Read More
2018-01-01 16:52
In case you’ve never heard of her, take a listen
Although categorized as pop, Australian artist, Grace has a raspy, soulful, r&b sound. Often signing about love and relationships… Read More
2018-01-01 15:53
Here’s 10 post NYE tips to get back to normal after a great night! Perhaps you simply stayed out til the wee hours of the morning at home, perhaps with family or maybe you spent the ni… Read More
2017-12-31 21:30
It’s the last day of 2017… as the curtains close I’m having a day of refreshing. For some of us, tomorrow (and maybe today) is a day to revive or refresh ourselves from th… Read More
2017-12-30 22:29
As Wynton Marsalis put it, “Jazz music is America’s past and its potential, summed up and sanctified and accessible to anybody who learns to listen to, feel, and understand it.&r&hell…Read More
2017-12-30 18:46
This is a time of year many people are contemplating change, reflecting on their successes, perceived failures, friends and family lost and gained, opportunities taken, missed, and squandere… Read More
2017-12-12 10:25
It is the time of year where people begin to contemplate “changing for the new year”. Me, I consider change part of everyday life. … growth, and sometimes setback, are all… Read More
2017-11-22 15:27
This holiday I’m showcasing a homemade cheesecake guaranteed to make you dream of sweet goodness thanksgiving night. This is a cheesecake you will crave. Cheesecake calling, tastebuds… Read More
2017-11-19 13:36
Reflection is a powerful thing. Today Im waking up motivated by the reflections Ive had on my life in this year. The choices Ive made, and the reasons behind them. The people around me, and… Read More
2017-11-05 18:43
Meet Karma Facebook Page (Click Here)Featuring DLorah Denise
Stay tuned!!
The post “Meet Karma” New Web-Series Alert! appeared first on Daily Dose of D's Read More
2017-11-05 17:16
New you November continues with more relationship choice talk: Are you choosing a partner "As they are" or "As they could be"? Are you choosing today for tomorrow? Relationship Decisio… Read More
2017-11-05 13:57
‘Tis the season for soups and chowders. Time goes back so you’ll gain an extra hour. Spend it wisely, make it count. Good food, good times is what fall is about. Here… Read More
2017-11-05 03:33
Some of us are spending the night out on the town, others are spending time at home. Either way, theres ways to enjoy this Saturday Night Shine!
Social shining:
If youre out on the town (or… Read More
2017-11-04 15:44
We all do it, everyday. Try to fit a square peg into a round hole. We make concessions and considerations, compromises and even contingency plans when we’re finding the right fit. But… Read More
2017-11-03 19:43
Purge Alert!
Purge Alert! New You November! We are less than 60 days from the new year! Reflecting on 2017, what have you excelled in and what do you attribute that to? What growth hav… Read More
2017-10-26 15:35
I donate items to goodwill all the time and every once and a while I go in the store to see what books I can find. Sometimes I find old novels I could read a thousand times or I find s… Read More
2017-10-24 14:46
When you’ve been waiting for a parking space with your blinker on and someone cuts in front of you and steals the space.
You: (mood)
You: (reality)
—————… Read More
2017-10-24 00:07
Let’s break this down… the question you may need to ask yourself as you make life-changing decisions…. W.I.I.F.M (whi-phum) … “What’s In It For Me?&rdq&hell…Read More
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