mahdikhashan

Linear Algebra

• Stanford CS229 Linear Algebra Review
• The Matrix Cookbook
• Linear algebra cheat sheet for deep learning - Towards DataScience

Probability & Statistics

• Probability Cheatsheet v2.0
• 109 Data Science Interview Questions and Answers
• 40 Interview Questions On Statistics For Data Scientists
• Prob and Statistics CookBook

mahdikhashan

FROM ghcr.io/nvidia/jax:jax

ENV DEBIAN_FRONTEND=noninteractive

RUN apt-get update && \
    apt-get install -y --no-install-recommends \
        build-essential \
        cmake \
        git \
        libgoogle-glog-dev \

mahdikhashan

For my GSoC project this year, I'm working on an integration between JAX and Kubeflow Trainer v2.

There are multiple challenges which requires consideration, one of them is how to keep multiple backend setup in a single container, when I don't want to have multiple templates / blueprints, i need to validate it.

my current implementation for docker:

FROM python:3.10-bullseye

mahdikhashan

#!/usr/bin/env python

import math
import matplotlib.pyplot as plt
import torch
import torch.nn as nn

from sklearn.datasets import make_moons
from torch import Tensor
from tqdm import tqdm

mahdikhashan

import time
import functools


def time_step(func):
    """
    A Metaflow-specific decorator to measure and log the execution time of a @step.

    This decorator is intended to be used on Metaflow step functions only.
    It stores the step's execution duration (in seconds) in the `step_timings`

mahdikhashan

/* eslint-disable no-template-curly-in-string */

const gitlabUrl = 'https://gitlab.com'
const gitlabApiPathPrefix = '/api/v4'
const assets = [
  { path: 'index.js', label: 'JS distribution' }
]

const verifyConditions = [
  ['@semantic-release/changelog'],

mahdikhashan

it("should get the client timezone as a string", () => {
  const DateTimeFormat = Intl.DateTimeFormat;
  vi.spyOn(global.Intl, "DateTimeFormat").mockImplementation(
    (locale, options) =>
      new DateTimeFormat(locale, { ...options, timeZone: "Asia/Tehran" })
  );

  const date: MyDate = new MyDate("2023-03-28T11:06:48+00:00");

  expect(date.getClientTZ()).toEqual("Asia/Tehran");

mahdikhashan

// Consistent version of `useMutableSource`, Inspired by https://github.com/pmndrs/valtio/blob/master/src/useMutableSource.ts
import { useEffect, useRef, useState } from 'react';

const TARGET = Symbol('target');
const GET_VERSION = Symbol('getVersion');

export type Source<TargetType extends any, VersionType extends any> = {
	[TARGET]: TargetType;
	[GET_VERSION]: (target: TargetType) => VersionType;
};