-
Notifications
You must be signed in to change notification settings - Fork 184
/
index.html
120 lines (101 loc) · 5.7 KB
/
index.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
---
layout: default_container
title: Home
description: Posts on Machine Learning, Software Engineering, and Mathematics.
---
<h1><span class="fa fa-home" aria-hidden="true"></span> {{ page.title }}</h1>
<!-- Selected posts -->
<h2>Selected posts:</h2>
<!-- ReAct REPL agent -->
<div class="clearfix">
<h2>ReAct REPL Agent</h2>
<a href="{% post_url /2023/04/2023-04-07-react-repl-agent %}">
<img class="rounded-circle img-fluid float-left mr-2 img-padding" src="/images/llm/ReactLogo.png" alt="ReAct Loop Logo" width="140" height="140">
</a>
<p>Project exploring a GPT-Based ReAct Agent with access to a Python REPL and access to method retrieval. The agent can execute simple workflows by chaining API calls.</p>
</div>
<div class="text-center">
<a class="btn btn-outline-primary btn-block" href="{% post_url /2023/04/2023-04-07-react-repl-agent %}" role="button">Learn About GPT ReAct Agents »</a>
<br>
</div>
<!-- ReAct OpenAI Function Calling Agetnt -->
<div class="clearfix">
<h2>Implement a simple ReAct Agent using OpenAI</h2>
<a href="{% post_url /blog/agents/openai/2014-01-21-react-openai-function-calling %}">
<img class="rounded-circle img-fluid float-left mr-2 img-padding" src="/images/llm/ReactLogo.png" alt="ReAct Loop Logo" width="140" height="140">
</a>
<p>Simple example of using OpenAI Function Calling in a ReAct Loop to answer multistep questions.</p>
</div>
<div class="text-center">
<a class="btn btn-outline-primary btn-block" href="{% post_url /blog/agents/openai/2014-01-21-react-openai-function-calling %}" role="button">Implement a simple ReAct Agent »</a>
<br>
</div>
<!-- Gaussian Processes -->
<div class="clearfix">
<h2>Implementing Gaussian processes</h2>
<a href="{% post_url /blog/gaussian_process/2019-01-05-gaussian-process-tutorial %}">
<img class="rounded-circle img-fluid float-left mr-2 img-padding" src="/images/gaussian_process.png" alt="RNN image" width="140" height="140">
</a>
<p>Blog series exploring Gaussian processes. Starts with building up an understanding of Gaussian processes by implementing them from scratch in Python. Then goes to a practical example illustrating how to use a Gaussian process on a real-world problem using TensorFlow probability.</p>
</div>
<div class="text-center">
<a class="btn btn-outline-primary btn-block" href="{% post_url /blog/gaussian_process/2019-01-05-gaussian-process-tutorial %}" role="button">Implement Gaussian processes »</a>
<br>
</div>
<!-- Multi-armed bandit Implementation -->
<div class="clearfix">
<h2>Multi-armed bandit implementation</h2>
<a href="{% post_url /blog/misc/2018-09-26-multi-armed-bandit-implementation %}">
<img class="rounded-circle img-fluid float-left mr-2 img-padding" src="/images/bandit.png" alt="Multi-armed-bandit image" width="140" height="140">
</a>
<p>Learn the basics of Bayesian multi-armed bandit models while implementing a simple example in Python.</p>
</div>
<div class="text-center">
<a class="btn btn-outline-primary btn-block" href="{% post_url /blog/misc/2018-09-26-multi-armed-bandit-implementation %}" role="button">Implement a multi-armed bandit »</a>
<br>
</div>
<!-- Neural network implementation -->
<div class="clearfix">
<h2>How to implement a neural network and RNN</h2>
<div class="float-left img-padding"><a href="{% post_url /blog/neural_net_implementation/2015-06-12-neural-network-implementation-part01 %}">
<img class="rounded-circle img-fluid mr-2" src="/images/ANN_preview.png" alt="ANN image" width="140" height="140">
</a>
</div>
<p>First, Learn the basics of neural networks and how to implement them from scratch in Python. The tutorial starts with explaining gradient descent on the most basic models and goes along to explain hidden layers with non-linearities, backpropagation, and momentum. The math is explained along the way together with Python code examples.</p>
<p>The second part implements a recurrent neural network (RNN) in Python with the help of NumPy. The tutorial explains the basics of backpropagation-through-time and discusses some of the difficulties of training recurrent networks.
</p>
</div>
<div class="text-center">
<a class="btn btn-outline-primary btn-block" href="{% post_url /blog/neural_net_implementation/2015-06-12-neural-network-implementation-part01 %}" role="button">Implement a neural net »</a>
<a class="btn btn-outline-primary btn-block" href="{% post_url /blog/rnn_implementation/2015-09-27-rnn-implementation-part01 %}" role="button">Implement a RNN »</a>
<br>
</div>
<!-- Linear regression 4 ways -->
<div class="clearfix">
<h2>Regression quattro stagioni</h2>
<a href="{% post_url /blog/misc/2018-10-22-linear-regression-four-ways %}">
<img class="rounded-circle img-fluid float-left mr-2 img-padding" src="/images/linear_regression_four_ways.png" alt="RNN image" width="140" height="140">
</a>
<p>Linear regression parameter estimation implemented in four different ways: simple linear regression, ordinary least squares (OLS), gradient descent, and markov chain monte carlo (MCMC).</p>
</div>
<div class="text-center">
<a class="btn btn-outline-primary btn-block" href="{% post_url /blog/misc/2018-10-22-linear-regression-four-ways %}" role="button">Implement regression 4 different ways »</a>
<br>
</div>
<!-- Most recent
<h2>Most recent posts:</h2>
{% for post in site.posts limit:3 %}
<div class="card">
<div class="card-body">
<h3 class="card-title">{{ post.title }}</h3>
<h6 class="card-subtitle mb-2 text-muted">{{ post.date | date_to_string }}</h6>
<p class="card-text">{{ post.description }}</p>
<a href="{{ post.url }}" class="btn btn-outline-primary">Read post</a>
</div>
</div>
{% endfor %} -->
<!-- By Tag -->
<div style="margin-top:50px">
<h2><i class="fa fa-tags fa-fw"></i> More posts by tag:</h2>
{% include all_tags.html %}
</div>