DS-Career-Resources | Compilation of resources for aspiring data scientists

 by   cdeweyx Python Version: Current License: No License

kandi X-RAY | DS-Career-Resources Summary

kandi X-RAY | DS-Career-Resources Summary

DS-Career-Resources is a Python library typically used in Data Science applications. DS-Career-Resources has no bugs, it has no vulnerabilities and it has medium support. However DS-Career-Resources build file is not available. You can download it from GitHub.

Data science can seem like an intimidating field to get into. I know this first hand. Throughout my journey, I've learned a lot. I've also documented a lot. Through this process, I’ve accumulated a bunch of useful resources that helped me with learning new concepts, doing impactful work, interviewing at top tech companies, and more. This repo is an attempt to ‘open-source’ my experience and insights becoming a data scientist. Enjoy! For more on me and what I'm up to, you can head over to my website. With this by your side, you should have more than enough material at your disposal the next time you’re prepping for a big interview or suring up fundamental concepts. Being updated and improved on constantly. This list is a compilation of over 200+ undergraduate intern roles from Summer 2018 that were explicitly centered around data science and software engineering. You can use this as a jumping off point for your next job search. This post was designed to make it a little easier for aspiring data scientists to find all of the excellent advice out there from experts in the field. The majority of the ideas are condensed from 6 posts that I found especially helpful. A reflection of lessons and advice from my time at a Data Science Intern working at Unity Technologies in San Francisco, CA. My goal is to share a handful of actionable lessons, takeaways, thoughts, and advice from the memorable experience. Have you ever wanted to start a new project but you can’t decide what to do? First, you spend a couple hours brainstorming ideas. Then days. Before you know it, weeks have gone by without shipping anything new. In this post, my intention is provide some useful resources to springboard you into your next data science project. Learn how to implement 8 fundamental machine learning algorithms in Python over the course of 8 minutes or less by leveraging the power of scikit-learn and Python for data science. If you’ve ever found yourself looking up the same question, concept, or syntax over and over again when programming, you’re not alone. Here’s the stuff that I’m always forgetting when working with Python, NumPy, and Pandas. Think of your newsletter subscriptions as an elite force of smart, specialized people working to bring you the latest and most valuable information well worth your time. Data science moves fast, you should too. Data science isn't entirely about machine learning. Here I make the argument for the value provided by skills and actions associated with the often overlooked and under-appreciated, Type A Data Scientist. As Data Scientists, there is very little that is black and white. We do our work in a world of grey. We need to do a better job of consistently reminding ourselves that our primary focus should be to drive impact. This post is designed to help you achieve an edge in data science interviews by laying out a multi-step system to product knowledge and ideation that I’ve used with a lot of success.
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            kandi-support Support

              DS-Career-Resources has a medium active ecosystem.
              It has 1678 star(s) with 584 fork(s). There are 52 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              DS-Career-Resources has no issues reported. There are 5 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of DS-Career-Resources is current.

            kandi-Quality Quality

              DS-Career-Resources has no bugs reported.

            kandi-Security Security

              DS-Career-Resources has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              DS-Career-Resources does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              DS-Career-Resources releases are not available. You will need to build from source code and install.
              DS-Career-Resources has no build file. You will be need to create the build yourself to build the component from source.

            Top functions reviewed by kandi - BETA

            kandi has reviewed DS-Career-Resources and discovered the below as its top functions. This is intended to give you an instant insight into DS-Career-Resources implemented functionality, and help decide if they suit your requirements.
            • Return the maximum product of a list .
            • Return the length of the longest palindrome of a string .
            • Find the difference between two characters .
            • Returns the longest common prefix of strings .
            • Returns the first unique character in a sequence .
            • Reverse vowels
            • Return the first occurrence of num in nums .
            • Compress a set of characters .
            • Find the largest element in nums .
            • Calculates a single number from a list .
            Get all kandi verified functions for this library.

            DS-Career-Resources Key Features

            No Key Features are available at this moment for DS-Career-Resources.

            DS-Career-Resources Examples and Code Snippets

            No Code Snippets are available at this moment for DS-Career-Resources.

            Community Discussions

            QUESTION

            What does stopping the runtime while uploading a dataset to Hub cause?
            Asked 2022-Mar-24 at 01:06

            I am getting the following error while trying to upload a dataset to Hub (dataset format for AI) S3SetError: Connection was closed before we received a valid response from endpoint URL: "<...>".

            So, I tried to delete the dataset and it is throwing this error below.

            CorruptedMetaError: 'boxes/tensor_meta.json' and 'boxes/chunks_index/unsharded' have a record of different numbers of samples. Got 0 and 6103 respectively.

            Using Hub version: v2.3.1

            ...

            ANSWER

            Answered 2022-Mar-24 at 01:06

            Seems like when you were uploading the dataset the runtime got interrupted which led to the corruption of the data you were trying to upload. Using force=True while deleting should allow you to delete it.

            For more information feel free to check out the Hub API basics docs for details on how to delete datasets in Hub.

            If you stop uploading a Hub dataset midway through your dataset will be only partially uploaded to Hub. So, you will need to restart the upload. If you would like to re-create the dataset, you can use the overwrite = True flag in hub.empty(overwrite = True). If you are making updates to an existing dataset, you should use version control to checkpoint the states that are in good shape.

            Source https://stackoverflow.com/questions/71595867

            QUESTION

            Does Hub support integrations for MinIO, AWS, and GCP? If so, how does it work?
            Asked 2022-Mar-19 at 16:28

            I was taking a look at Hub—the dataset format for AI—and noticed that hub integrates with GCP and AWS. I was wondering if it also supported integrations with MinIO.

            I know that Hub allows you to directly stream datasets from cloud storage to ML workflows but I’m not sure which ML workflows it integrates with.

            I would like to use MinIO over S3 since my team has a self-hosted MinIO instance (aka it's free).

            ...

            ANSWER

            Answered 2022-Mar-19 at 16:28

            Hub allows you to load data from anywhere. Hub works locally, on Google Cloud, MinIO, AWS as well as Activeloop storage (no servers needed!). So, it allows you to load data and directly stream datasets from cloud storage to ML workflows.

            You can find more information about storage authentication in the Hub docs.

            Then, Hub allows you to stream data to PyTorch or TensorFlow with simple dataset integrations as if the data were local since you can connect Hub datasets to ML frameworks.

            Source https://stackoverflow.com/questions/71539946

            QUESTION

            split geometric progression efficiently in Python (Pythonic way)
            Asked 2022-Jan-22 at 10:09

            I am trying to achieve a calculation involving geometric progression (split). Is there any effective/efficient way of doing it. The data set has millions of rows. I need the column "Traded_quantity"

            Marker Action Traded_quantity 2019-11-05 09:25 0 0 09:35 2 BUY 3 09:45 0 0 09:55 1 BUY 4 10:05 0 0 10:15 3 BUY 56 10:24 6 BUY 8128

            turtle = 2 (User defined)

            base_quantity = 1 (User defined)

            ...

            ANSWER

            Answered 2022-Jan-22 at 10:09

            QUESTION

            is there any effective or efficient way to find net position of numbers from a data frame in python
            Asked 2022-Jan-21 at 01:04

            I have a multi index df, with column "Turtle"

            ...

            ANSWER

            Answered 2022-Jan-21 at 01:02

            There is a simple formula that maps Turtle to Net Pos. The calculation can be expressed as a sum of geometric series times base_quantity, yielding the function f below.

            Source https://stackoverflow.com/questions/70795029

            QUESTION

            Is there a way to return float or integer from a conditional True/False
            Asked 2022-Jan-16 at 14:28
            n_level = range(1, steps + 2)
            
            ...

            ANSWER

            Answered 2022-Jan-16 at 14:22

            this can be achieved easily using binary search, there are many ways to apply that(NumPy, bisect). I would recommend the library bisect.

            Added Buu for the Crest and See for the Trough, so that code and differentiate the segments. You can choose anything

            Source https://stackoverflow.com/questions/70601323

            QUESTION

            Generate the all possible unique peptides (permutants) in Python/Biopython
            Asked 2021-Dec-01 at 07:07

            I have a scenario in which I have a peptide frame having 9 AA. I want to generate all possible peptides by replacing a maximum of 3 AA on this frame ie by replacing only 1 or 2 or 3 AA.

            The frame is CKASGFTFS and I want to see all the mutants by replacing a maximum of 3 AA from the pool of 20 AA.

            we have a pool of 20 different AA (A,R,N,D,E,G,C,Q,H,I,L,K,M,F,P,S,T,W,Y,V).

            I am new to coding so Can someone help me out with how to code for this in Python or Biopython.

            output is supposed to be a list of unique sequences like below:

            CKASGFTFT, CTTSGFTFS, CTASGKTFS, CTASAFTWS, CTRSGFTFS, CKASEFTFS ....so on so forth getting 1, 2, or 3 substitutions from the pool of AA without changing the existing frame.

            ...

            ANSWER

            Answered 2021-Dec-01 at 07:07

            Ok, so after my code finished, I worked the calculations backwards,

            Case1, is 9c1 x 19 = 171

            Case2, is 9c2 x 19 x 19 = 12,996

            Case3, is 9c3 x 19 x 19 x 19 = 576,156

            That's a total of 589,323 combinations.

            Here is the code for all 3 cases, you can run them sequentially.

            You also requested to join the array into a single string, I have updated my code to reflect that.

            Source https://stackoverflow.com/questions/70178355

            QUESTION

            Getting Error 524 while running jupyter lab in google cloud platform
            Asked 2021-Oct-15 at 02:14

            I am not able to access jupyter lab created on google cloud

            I created one notebook using Google AI platform. I was able to start it and work but suddenly it stopped and I am not able to start it now. I tried building and restarting the jupyterlab, but of no use. I have checked my disk usages as well, which is only 12%.

            I tried the diagnostic tool, which gave the following result:

            but didn't fix it.

            Thanks in advance.

            ...

            ANSWER

            Answered 2021-Aug-20 at 14:00

            QUESTION

            TypeError: import_optional_dependency() got an unexpected keyword argument 'errors'
            Asked 2021-Oct-08 at 03:00

            I am trying to work with Featuretools to develop an automated feature engineering workflow for the customer churn dataset. The end outcome is a function that takes in a dataset and label times for customers and builds a feature matrix that can be used to train a machine learning model.

            As part of this exercise I am trying to execute the below code for plotting a histogram and got "TypeError: import_optional_dependency() got an unexpected keyword argument 'errors' ". Please help resolve this TypeError.

            ...

            ANSWER

            Answered 2021-Sep-14 at 20:32

            Try to upgrade pandas:

            Source https://stackoverflow.com/questions/69148495

            QUESTION

            HUGGINGFACE TypeError: '>' not supported between instances of 'NoneType' and 'int'
            Asked 2021-Sep-12 at 16:55

            I am working on Fine-Tuning Pretrained Model on custom (using HuggingFace) dataset I will copy all code correctly from the one youtube video everything is ok but in this cell/code:

            ...

            ANSWER

            Answered 2021-Sep-12 at 16:55

            Seems to be an issue with the new version of transformers.

            Installing version 4.6.0 worked for me.

            Source https://stackoverflow.com/questions/68875496

            QUESTION

            How to identify what features affect predictions result?
            Asked 2021-Aug-11 at 15:55

            I have a table with features that were used to build some model to predict whether user will buy a new insurance or not. In the same table I have probability of belonging to the class 1 (will buy) and class 0 (will not buy) predicted by this model. I don't know what kind of algorithm was used to build this model. I only have its predicted probabilities.

            Question: how to identify what features affect these prediction results? Do I need to build correlation matrix or conduct any tests?

            Table example:

            ...

            ANSWER

            Answered 2021-Aug-11 at 15:55

            You could build a model like this.

            x = features you have. y = true_lable

            from that you can extract features importance. also, if you want to go the extra mile,you can do Bootstrapping, so that the features importance would be more stable (statistical).

            Source https://stackoverflow.com/questions/68744565

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install DS-Career-Resources

            You can download it from GitHub.
            You can use DS-Career-Resources like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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